<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Archiving and Interchange DTD v1.0 20120330//EN" "JATS-archivearticle1.dtd">
<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>An Ontology-Based Framework to Provide Legal Interoperability Within International Data Spaces</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Victor Oliveira</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Federal Rural University of Semiarid Region</institution>
          ,
          <addr-line>R. Francisco Mota, 572 - Pres. Costa e Silva, Mossoró - RN, 59625-900</addr-line>
        </aff>
      </contrib-group>
      <pub-date>
        <year>2024</year>
      </pub-date>
      <fpage>15</fpage>
      <lpage>19</lpage>
      <abstract>
        <p>The phenomenon of providing value to data, especially for sensitive data among companies has remarkably increased in the past years. As a treatment for exchanging sensitive data without losing control or competitive advantage, the International Data Spaces (IDS) initiative provides the complete lifecycle architecture for deploying a safe and data sovereign data ecosystem. The IDS architecture is influenced by the European Interoperability Framework (EIF), which further divides interoperability into four complementary layers, i.e., legal, organizational, semantic, and technical. This research focuses on the lack of endorsement regarding the prior layer of interoperability, i.e., legal interoperability. The EIF defines legal interoperability as the capability of companies from diferent countries (grounded by diferent legislations) to exchange data, and further enhanced by a provided systematic literature review, as the capability of representing contractual clauses in an unambiguous representation. Based on the cited assumptions, this paper provides the triangulation of problem and solution sets based on Design Science Research, guaranteeing a set of methodologies for tackling such gaps.</p>
      </abstract>
      <kwd-group>
        <kwd>eol&gt;Domain Ontology</kwd>
        <kwd>Design Science Research</kwd>
        <kwd>Ontology Engineering</kwd>
        <kwd>International Data Spaces</kwd>
        <kwd>Machine Learning</kwd>
        <kwd>Natural Language Processing</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>
        Since the rise of Industry 4.0, companies have perceived and exploited the benefits of sharing
data in the industrial environment [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ]. Sharing data may lead to value creation in a holistic
approach, however, sharing sensitive data relies on a systematic and secure approach, to avoid
losing control over data, and competitive advantage. Based on those assumptions, the Fraunhofer
Institute has developed the Industrial Data Spaces initiative [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ], which provides a framework
for sharing sensitive data in a secure data space, that relies on trust and data sovereignty.
Data sovereignty stands for the capability of a data owner to maintain control over their data,
determine who can access it, for what duration, and for what specific purposes it may be used.
One year later, in 2015, the Industrial Data Spaces initiative was enhanced into the International
Data Spaces (IDS) initiative. Grounded by the same pillars, the IDS initiative difers from its
precursor, because of its capability to exchange data internationally.
      </p>
      <p>
        The International Data Spaces Association (IDSA) manages the IDS initiative by providing
architecture models, policies, and maintenance capability. The IDSA has developed the
Reference Architecture Model (RAM) [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ], which describes the IDS architecture and instantiates
patterns for development and deployment. The RAM leans on the European Interoperability
Framework (EIF) regarding its interoperability capabilities [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ], which divides the concept of
interoperability into four layers, i.e., legal, organizational, semantic, and technical,
hierarchically. Even though recently, in 2024, the EIF has been updated, and now counts with the four
layers of interoperability, a cross-cutting layer (integrated public service governance), and a
background layer (interoperability governance), the RAM only reflects the four fundamental
layers, hence, we have defined our scope towards those layers. Legal Interoperability is defined
as the capability of companies under diferent legislations to exchange data. To provide a licit
service contract of IDS, there must be compliance between the data provider and the data
consumer. This compliance is achieved by the commitment to the data usage policy - a set
of usage policies defined by the data owner regarding its data. The data usage policy may be
negotiated in the contract negotiation phase, but only the data owner has the power to update
it.
      </p>
      <p>
        The IDSA also provides the Information Model [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ], an OWL ontology that defines the domain
of IDS. This ontology was developed to provide a framework for further development, providing
an incipient description of IDS, and proposing its branches expansion. This present work was
fostered by such an assumption to provide a better description of the legal domains of IDS.
Although the legal interoperability layer carries the role of a fundamental one, it is seldom
undervalued by researchers and enthusiasts. We performed a Systematic Literature Review
(SLR) to validate and retrieve knowledge regarding such an assumption. To represent the
legal interoperability domain in IDS, we propose the development of an ontology called Legal
Interoperability Ontology for International Data Spaces - LegIOn-IDS, which is available in the
supplementary material1. Moreover, we propose the reuse of the Service Contract Ontology
[
        <xref ref-type="bibr" rid="ref6">6</xref>
        ], which provides a framework for contractual relationships, and its description in a
machinereadable way, given the high-level concepts of legal entitlements and legal lacks.
      </p>
      <p>With this work, we propose a protocol for legal interoperability in IDS, by ofering an
ontological representation of the legal aspects domain regarding the IDS infrastructure, a
clear concept of legal interoperability in IDS, and finally, providing an unambiguous
machinereadable language that can feasibly describe a service contract in IDS, leading to human resources
and financial savings. Furthermore, we advocate implementing Natural Language Processing
machine learning models, which based on the instantiation of the ontology (with contractual
clauses), can provide a service contract based on the IDS architecture. Figure 1 provides a
bottom-up application for our framework.</p>
    </sec>
    <sec id="sec-2">
      <title>2. Methodology</title>
      <p>
        For developing such research, we propose the usage of Design Science Research (DSR). DSR is
stated as a practical research development methodology that is based on a problem set, and relies
on several methods, Research Questions (RQ), and goals to provide a concise set of solutions
1https://github.com/VictorBenoiston/legal_interoperability_IDS_ontology
(treatment) [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ]. The research questions of this present work are presented as follows: General
Research Question: How to Achieve Legal Interoperability in IDS? General Conceptual
Question: What is legal interoperability in Dataspaces? General Technical Question: How
to efectively enforce Legal Interoperability in IDS? General Practical Question: How does
Proper Legal Interoperability afect IDS-based ecosystems?
      </p>
      <p>
        Furthermore, we may summarize our goals as Knowledge goal: Provide a conceptual
foundation for legal interoperability in IDS-based data ecosystems, identify gaps, challenges,
and opportunities. Artifact Goal: Develop a legal interoperability protocol that encompasses
the IDS architecture, especially the contractual phases (ofer, request, and negotiation), and data
exchange between countries under diferent legislations. The artifact must provide a natural
language contract for easier negotiation of clauses, and screening of interoperability barriers [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ].
Finally, the Instrument Design: Develop a FAIR ontology [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ], which works as a foundation for
further applications. The ontology ought to unambiguously represent the legal interoperability
domain in IDS.
      </p>
      <p>
        To answer those RQs, and guided by the knowledge, artifact design, and instrument design
goals, we performed an SLR, grounded by the guidelines proposed by [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ]. Furthermore, an
ontology for describing legal interoperability within IDS is being developed, fostered by the
SABiO [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ] and SABiOx [
        <xref ref-type="bibr" rid="ref11">11</xref>
        ] systematic methodologies for building ontologies. Finally, the
functional and non-functional requirements, the referential and operational versions of
LegIOnIDS, and documentation are available in the supplementary material.
      </p>
    </sec>
    <sec id="sec-3">
      <title>3. Conclusion and Prior Results</title>
      <p>
        As an ongoing work, the proposed ontology is incipient, lacking real-world validation, and real
user evaluation [
        <xref ref-type="bibr" rid="ref12">12</xref>
        ]. For that purpose, we propose the implementation of such ontology into
real-world use cases, such as the alignment with the recently launched Brazilian IDS hub, or
even providing a scenario of data sharing between diferent countries with local oil companies,
or Dutch logistics companies using digital twins. However, we can already retrieve knowledge
through SPARQL queries, answering its competency questions (functional requirements).
Finally, as future steps, we aim to implement machine learning NLP models able to classify the
contractual clauses and their further implementation in the service contract template, leveraging
easier validation for lawyers, enthusiasts, and IDS potential participants.
The present work was endorsed by CNPq - National Council for Scientific and Technological
Development - Brazil.
      </p>
    </sec>
  </body>
  <back>
    <ref-list>
      <ref id="ref1">
        <mixed-citation>
          [1]
          <string-name>
            <given-names>S. R.</given-names>
            <surname>Bader</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M.</given-names>
            <surname>Maleshkova</surname>
          </string-name>
          ,
          <source>Towards Enforceable Usage Policies for Industry 4.0</source>
          ,
          <year>2019</year>
          . URL: https://www.semanticscholar.org/paper/ Towards-Enforceable-
          <article-title>Usage-Policies-for-</article-title>
          <source>Industry-4</source>
          .
          <fpage>0</fpage>
          -Bader-Maleshkova/
          <year>ed7e2658946e35c5a43bb83253ad3a09f28e3315</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref2">
        <mixed-citation>
          [2]
          <string-name>
            <given-names>J.</given-names>
            <surname>Pullmann</surname>
          </string-name>
          ,
          <string-name>
            <given-names>N.</given-names>
            <surname>Petersen</surname>
          </string-name>
          ,
          <string-name>
            <given-names>C.</given-names>
            <surname>Mader</surname>
          </string-name>
          ,
          <string-name>
            <given-names>S.</given-names>
            <surname>Lohmann</surname>
          </string-name>
          ,
          <string-name>
            <given-names>Z.</given-names>
            <surname>Kemeny</surname>
          </string-name>
          ,
          <article-title>Ontology-based information modelling in the industrial data space</article-title>
          ,
          <source>in: 2017 22nd IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)</source>
          ,
          <year>2017</year>
          , pp.
          <fpage>1</fpage>
          -
          <lpage>8</lpage>
          . URL: https:// ieeexplore.ieee.org/document/8247688/. doi:
          <volume>10</volume>
          .1109/ETFA.
          <year>2017</year>
          .
          <volume>8247688</volume>
          , iSSN:
          <fpage>1946</fpage>
          -
          <lpage>0759</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref3">
        <mixed-citation>
          [3]
          <string-name>
            <given-names>B.</given-names>
            <surname>Otto</surname>
          </string-name>
          ,
          <string-name>
            <given-names>S.</given-names>
            <surname>Steinbuß</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A.</given-names>
            <surname>Teuscher</surname>
          </string-name>
          ,
          <string-name>
            <given-names>S.</given-names>
            <surname>Lohmann</surname>
          </string-name>
          ,
          <article-title>Reference architecture model-international data spaces (version 3</article-title>
          .0),
          <year>2019</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref4">
        <mixed-citation>
          [4]
          <string-name>
            <surname>A. D. GANCK</surname>
          </string-name>
          ,
          <article-title>The new european interoperability framework</article-title>
          ,
          <year>2017</year>
          . URL: https://ec.europa. eu/isa2/eif_en/.
        </mixed-citation>
      </ref>
      <ref id="ref5">
        <mixed-citation>
          [5]
          <string-name>
            <given-names>S.</given-names>
            <surname>Bader</surname>
          </string-name>
          ,
          <string-name>
            <given-names>J.</given-names>
            <surname>Pullmann</surname>
          </string-name>
          ,
          <string-name>
            <given-names>C.</given-names>
            <surname>Mader</surname>
          </string-name>
          ,
          <string-name>
            <given-names>S.</given-names>
            <surname>Tramp</surname>
          </string-name>
          ,
          <string-name>
            <given-names>C.</given-names>
            <surname>Quix</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A.</given-names>
            <surname>Müller</surname>
          </string-name>
          ,
          <string-name>
            <given-names>H.</given-names>
            <surname>Akyürek</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M.</given-names>
            <surname>Böckmann</surname>
          </string-name>
          ,
          <string-name>
            <given-names>B.</given-names>
            <surname>Imbusch</surname>
          </string-name>
          ,
          <string-name>
            <given-names>J.</given-names>
            <surname>Theissen-Lipp</surname>
          </string-name>
          ,
          <string-name>
            <given-names>S.</given-names>
            <surname>Geisler</surname>
          </string-name>
          ,
          <string-name>
            <given-names>C.</given-names>
            <surname>Lange</surname>
          </string-name>
          ,
          <source>The International Data Spaces Information Model - An Ontology for Sovereign Exchange of Digital Content</source>
          ,
          <year>2020</year>
          , p.
          <fpage>176</fpage>
          -
          <lpage>192</lpage>
          . doi:
          <volume>10</volume>
          .1007/978-3-
          <fpage>030</fpage>
          -62466-8_
          <fpage>12</fpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref6">
        <mixed-citation>
          [6]
          <string-name>
            <given-names>C.</given-names>
            <surname>Grifo</surname>
          </string-name>
          ,
          <string-name>
            <given-names>J. P. A.</given-names>
            <surname>Almeida</surname>
          </string-name>
          , G. Guizzardi,
          <string-name>
            <given-names>J. C.</given-names>
            <surname>Nardi</surname>
          </string-name>
          ,
          <article-title>Service contract modeling in Enterprise Architecture: An ontology-based approach</article-title>
          ,
          <source>Information Systems</source>
          <volume>101</volume>
          (
          <year>2021</year>
          )
          <article-title>101454</article-title>
          . URL: https://www.sciencedirect.com/science/article/pii/S030643791930506X. doi:
          <volume>10</volume>
          .1016/j. is.
          <year>2019</year>
          .
          <volume>101454</volume>
          .
        </mixed-citation>
      </ref>
      <ref id="ref7">
        <mixed-citation>
          [7]
          <string-name>
            <given-names>R. J.</given-names>
            <surname>Wieringa</surname>
          </string-name>
          ,
          <article-title>Design science methodology for information systems</article-title>
          and software engineering, Springer,
          <year>2014</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref8">
        <mixed-citation>
          [8]
          <string-name>
            <given-names>G.</given-names>
            <surname>Guizzardi</surname>
          </string-name>
          ,
          <article-title>Ontology, ontologies and the “i” of fair</article-title>
          ,
          <source>Data Intelligence</source>
          <volume>2</volume>
          (
          <year>2020</year>
          )
          <fpage>181</fpage>
          -
          <lpage>191</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref9">
        <mixed-citation>
          [9]
          <string-name>
            <given-names>B.</given-names>
            <surname>Kitchenham</surname>
          </string-name>
          ,
          <article-title>Procedures for performing systematic reviews</article-title>
          , Keele,
          <string-name>
            <surname>UK</surname>
          </string-name>
          , Keele Univ.
          <volume>33</volume>
          (
          <year>2004</year>
          ).
        </mixed-citation>
      </ref>
      <ref id="ref10">
        <mixed-citation>
          [10]
          <string-name>
            <surname>R. de Almeida Falbo</surname>
          </string-name>
          ,
          <article-title>Sabio: Systematic approach for building ontologies</article-title>
          .,
          <source>Onto. Com/odise@ Fois</source>
          <volume>1301</volume>
          (
          <year>2014</year>
          ).
        </mixed-citation>
      </ref>
      <ref id="ref11">
        <mixed-citation>
          [11]
          <string-name>
            <surname>C. Z. d. Aguiar</surname>
            ,
            <given-names>F.</given-names>
          </string-name>
          <string-name>
            <surname>Zanetti</surname>
            ,
            <given-names>V. E. S.</given-names>
          </string-name>
          <string-name>
            <surname>Souza</surname>
          </string-name>
          ,
          <article-title>Source code interoperability based on ontology</article-title>
          ,
          <source>in: Proceedings of the XVII Brazilian Symposium on Information Systems</source>
          ,
          <year>2021</year>
          , pp.
          <fpage>1</fpage>
          -
          <lpage>8</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref12">
        <mixed-citation>
          [12]
          <string-name>
            <given-names>M.</given-names>
            <surname>Fernández-López</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A.</given-names>
            <surname>Gómez-Pérez</surname>
          </string-name>
          ,
          <string-name>
            <given-names>N.</given-names>
            <surname>Juristo</surname>
          </string-name>
          ,
          <article-title>Methontology: from ontological art towards ontological engineering (</article-title>
          <year>1997</year>
          ).
        </mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>