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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Digital Innovation Hubs Proposing Digital Platforms to Lead the SMEs Digital Transition</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Claudio Sassanelli</string-name>
          <email>claudio.sassanelli@polimi.it</email>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Silvia Razzetti</string-name>
          <email>silvia.razzetti@polimi.it</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Walter Quadrini</string-name>
          <email>walter.quadrini@polimi.it</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Sergio Gusmeroli</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Sergio Terzi</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Department of Management, Economics and Industrial Engineering</institution>
          ,
          <addr-line>Politecnico di Milano, Piazza Leonardo da Vinci, 32, 20133 Milan</addr-line>
          ,
          <country country="IT">Italy</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Department of Mechanics</institution>
          ,
          <addr-line>Mathematics and Management, Politecnico di Bari, Via Orabona 4, 70125, Bari</addr-line>
          ,
          <country country="IT">Italy</country>
        </aff>
      </contrib-group>
      <abstract>
        <p>DIHs could offer a marketplace and play the role of a broker facilitating cooperation and networking among important stakeholders, harmonizing companies with customers and providing European connections as well. In this framework, DIHs express an increasing need for having platforms bolstering users-producers transactions, fostering to detect what is needed, by grouping a large variety of services and goods together. This paper presents the main platforms grounded on the D-BEST reference model developed by different networks of DIHs. The main characteristics of each of them have been detected and the differences among them unveiled.</p>
      </abstract>
      <kwd-group>
        <kwd>1 Digital innovation hub</kwd>
        <kwd>digital platform</kwd>
        <kwd>marketplace</kwd>
        <kwd>D-BEST</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>
        The relevance of digitalization and the advantages it can produce in the EU socioeconomic context
has been widely analyzed and emphasized nowadays [
        <xref ref-type="bibr" rid="ref1 ref2">1, 2</xref>
        ]. It is estimated that in the post-COVID19
era the diffusion of the digital will be further extended and humanity will need of policy plans
fostering and catalysing the acquisition of digital skills to overwhelm the negative economic impact of
this calamity. In this context, small and medium enterprises (SMEs) are the spine of the EU economy,
require to be initiated to a breakthrough in terms of work processes, business models and innovative
portfolios of products [
        <xref ref-type="bibr" rid="ref3 ref4">3, 4</xref>
        ]. Digital Innovation Hubs (DIHs), playing the key role of sustaining SMEs
in taking advantage from innovative digital technologies (e.g. Artificial Intelligence, Cyber-Physical
Systems, Cybersecurity) [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ], are strategic organizations for policy makers, at both national and
regional level, looking for solutions able to foster the growth of their economies [
        <xref ref-type="bibr" rid="ref6 ref7">6, 7</xref>
        ], playing the
role of knowledge broker among different stakeholders [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ].
      </p>
      <p>Hence, European DIHs (EDIHs) [9] and DIHs could ease the process of bringing together industry
and administrations requiring innovative digital solutions, with key companies offering these
solutions (or able to develop them) [10, 11].</p>
      <p>
        DIHs could offer a marketplace and play the role of a broker bolstering collaboration and
networking among important stakeholders, harmonizing firms with customers and providing
European connections as well [12,13]. In this framework, DIHs express an increasing need for having
platforms bolstering users-producers transactions, fostering to detect what is needed, by grouping a
large variety of services and goods together. In addition, it is important the collaboration with other
DIHs at EU level to build a pan-European network of networks where it is possible to meet,
give-andtake, collaborate, get know-how, enhance competences and skills, and detect the lacking capabilities
that can be obtained from other European DIHs [14, 15]. A first attempt was made by the European
Commission (EC) with the development of the S3 platform [12] where the services offered by the
DIHs registered on the platform were categorized. Then, several DIH networks, often funded by the
EC actions as innovation action projects, developed digital platforms [
        <xref ref-type="bibr" rid="ref5">5, 16</xref>
        ]. On one side, there are
projects proposing their own platform, as DIH4CPS [17]. On the other one, there are projects based
on the DIHIWARE platform, as HUBCAP [18], AI REGIO [19], DIH4AI [20] and DIH4INDUSTRY
[21]. It has been unveiled that most of these platforms are grounded on a specific reference model,
named Data-driven Business-Ecosystem-Skills-Technology (D-BEST). Therefore, this paper is aimed
at presenting each platform, providing their main characteristics and unveiling the differences among
them to foster their integration and bolster the DIH network collaboration.
      </p>
      <p>The paper is structured as follows. Section 2 presents the research context (introducing the
DBEST and DIHIWARE), Section 3 the results obtained and Section 4 their discussion. Finally,
Section 5 concludes the paper and lists further research.</p>
    </sec>
    <sec id="sec-2">
      <title>2. Research context: the D-BEST model and the DIHIWARE</title>
      <p>DIH are described as support facilities that support companies to enhance their competitiveness
through innovations, bolstering the development and adoption of latest digital technologies [22] and a
set of services to support SMEs' digital transition [23]. A reference model to categorize these services
is the D-BEST, composed of five macro-classes of services [14, 15, 24]: Data, Business, Ecosystem,
Skills, Technology.</p>
      <p>The DIHIWARE Platform is a solution created within the MIDIH project [25] and currently
employed in different ecosystems in Europe. It provides a collaboration environment grounded on the
Enterprise Social Software concept, realizing a bridge among stakeholders with different experiences
backgrounds, providing access to the up-to-date knowledge and expertise, pulling teams together and
supplying a fertile ground for experimentation. These knowledge-driven services are fully integrated
with collaborative services to create a digital space where stakeholders can collaborate to boost
innovation. The main users of this platform can be reconciled to the following three families
(Manufacturing SMEs (demand); Technology SMEs (offer); DIH (broker)).</p>
    </sec>
    <sec id="sec-3">
      <title>3. Results</title>
      <p>This section is aimed at providing the main features of the platforms grounded on the D-BEST
model developed by different networks of DIHs.
3.1.</p>
    </sec>
    <sec id="sec-4">
      <title>DIHIWARE-based projects grounded on the D-BEST model</title>
      <p>So far, the DIHIWARE platform has been instantiated in several projects (as the collaborative
portal for their ecosystems) and in combining several communities together (DIH4INDUSTRY) to
exploit synergies among different initiatives.</p>
      <p>The AI REGIO project proposes a platform to enable cross-collaboration inside its two main
communities: DIHs and Didactic Factories (DF). DIHs have at disposal the Service Marketplace
section to manage their portfolios of services according to the D-BEST taxonomy, as well as the
catalogue of their Experiments and a collection of operational technologies, data analytics tools and
platforms, designed to provide support to system integrators and technology adopters. DF have at
disposal the Service Marketplace where their services are showcased following the DR-BEST
taxonomy (where the “R”, specific for DFs, stands for Remote).</p>
      <p>The DIH4AI platform is tailored for the needs of DIHs acting for the development and adoption of
Artificial Intelligence (AI) solutions. The marketplace is shaped according to the L-BEST taxonomy:
“L” stands for “Legal and ethical” and displays all the services fitting with the request of preventing
the risks deriving for AI adoption.</p>
      <p>The HUBCAP collaboration environment delivers both “Access to” and “Collaborate with”
services, not only offering access to up-to-date knowledge, expertise and technology but also
providing MBD assets for testing and experimenting. In particular, HUBCAP has two catalogues of
MBD assets (models and tools) usable through a sandbox by industrial players, technical developers,
and decision makers [13].</p>
      <p>On top of the aforementioned examples of collaborative portals at project-level, the
DIHI4INDUSTRY platform has been conceived at Network-level to piece together several
communities of DIHs active in the Digital Transformation of European Manufacturing Industry,
encompassing hubs with different specialisations and expertise, coming from different projects, and it
aims at representing a single access point for DIH practitioners and policy makers. The platform
presents the DIHs communities and Service Marketplace, as well as the catalogue of Experiments and
success stories deriving from the implementation/provision of their services.
3.2.</p>
    </sec>
    <sec id="sec-5">
      <title>The DIH4CPS project platform grounded on the D-BEST model</title>
      <p>DIH4CPS platform’s users can be service provider and/or service consumer. To have such a role,
the user should have some prerequisite competences (i.e., the needed competences related to a given
service or activity, grouped under the D-BEST model) needing a proficiency level in a given domain
(the competence area). The interface has been developed for the core network services, both for the
ontology navigation (to help users to find the right partners for experiments/development tasks) and
for managing the network model/ontology (allowing to enrol new DIHs and alter the model).</p>
    </sec>
    <sec id="sec-6">
      <title>4. Discussion</title>
    </sec>
    <sec id="sec-7">
      <title>5. Conclusions</title>
      <p>This paper presented the main platforms grounded on the D-BEST model developed by different
DIH networks. The main characteristics of each of them have been detected and the differences
among them unveiled. The paper has some limitations, being focused only on the DIH networks
developing their platforms grounded on the D-BEST. At the same time, this is a potential point to
integrate the platforms based on their similarities and to trigger synergies among the different
networks of DIHs.</p>
    </sec>
    <sec id="sec-8">
      <title>6. Acknowledgements</title>
    </sec>
    <sec id="sec-9">
      <title>7. References</title>
      <p>This work received funding from the European Union’s Horizon 2020 research and innovation
programme under GA No. 872548, 872698, 952003 and 101017057.
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