<!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>Modelling Realism in Digital Twins: Issues and Solutions for Interoperable Manufacture</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Hazel Carlin</string-name>
          <email>h.m.carlin@lboro.ac.uk</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Ryan Williamson</string-name>
          <email>r.williamson@lboro.ac.uk</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Paul Goodall</string-name>
          <email>P.A.Goodall@lboro.ac.uk</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Bob Young</string-name>
          <email>R.I.Young@lboro.ac.uk</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Andrew West</string-name>
          <email>a.a.west@lboro.ac.uk</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>LoughboroughUniversity</institution>
          ,
          <addr-line>AshbyRoad,Loughborough,LE113TU</addr-line>
          ,
          <country country="UK">UK</country>
        </aff>
      </contrib-group>
      <abstract>
        <p>This workshop involved around 20 participants drawn from both industry and academia with the key objective of advancing the understanding of the key issues and possible future solutions to fully exploit the potential value of digital twins, whether that be towards improved product development, more efficient production systems or more effective enterprise network interoperability. The workshop was structured in 2 parts with the first part being focused on four short presentations, provided as stimulus for the subsequent discussion in the second part of the workshop. The four presentations were based on the papers published in this section of the proceedings. Interestingly, while all the presentations focused on the same overall problem, they each provided quite different perspectives on the problem, although raising similar issues and provided a range of points concerning subsequent potential solution paths. During the second part of the workshop the issues and solution paths raised in the presentations were discussed and extended. A summary of the main resulting issues, structured into technical and business issues, along with design solution paths drawn from the workshop are listed below.</p>
      </abstract>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>-</title>
      <p>1. What are the issues that prevent DTs from being interoperable – within themselves and
with other DTs?
1.1. Technical issues
• How to decompose a DT environment
• Bridging knowledge chasms – range of different contexts
• Managing multi-purpose platforms – e.g. maintenance and design departments have
different requirements
• Data reliability
• Managing complexity as we move to more realistic digital twins
• Mismatches in syntactic, semantics and pragmatics across systems
• Potential lack of regulation e.g. Smart Cities and the need for open source data
• Standard development methods to support digital twin interoperability</p>
      <p>2. In what ways should DTs be designed to be interoperable with other DTs and with other
systems?
2.1.Understand and define the features they should possess
• A numerical model of the ‘real’ twin where there is synchronisation between the
two
• The intelligent linking of a digital master with a digital shadow with bidirectional
interaction between the real twin and the digital twin
• A DT must include sufficient analyses to predict the behaviour of the physical twin
that can thereby enable responsive decisions to be taken to enhance the physical
twin’s performance.
2.2. How should a DT environment structure be defined?
• A vertical, layered, hierarchy building from some component DT plus some
associative composition coupling multiple enterprise DTs into supply chain DTs
• Specific ontologies covering behaviour, reaction times, laws, business indicators as
well as product information need to be correlated across different sources
• Evolution from heterogeneous to well-structured data content in business networks
by exploiting formally defined digital twins in hyperconnected ecosystems
• Achieve vendor neutral information management across interconnected proprietary
systems using directive driven approaches to manage data chasms
• Build and exploit standards to develop an Internet of digital twins.</p>
    </sec>
  </body>
  <back>
    <ref-list />
  </back>
</article>