PL EN


Preferencje help
Widoczny [Schowaj] Abstrakt
Liczba wyników
2023 | 31 | nr 4 | 463--478
Tytuł artykułu

Platform-based Support for AI Uptake by SMEs : Guidelines to Design Service Bundles

Warianty tytułu
Języki publikacji
EN
Abstrakty
EN

Purpose - Manufacturing small and medium-sized enterprises (SMEs) have already noticed the tangible benefits offered by artificial intelligence (AI). Several approaches have been proposed with a view to support them in the processes entailed in this innovation path. These include multisided platforms created to enable the connection between SMEs and AI developers, making it easier for them to network each other. While such platforms are complex, they facilitate simultaneous interaction with several stakeholders and reaching out to new potential users (both SMEs and AI developers), through a collaboration with supporting ecosystems such as digital innovation hubs (DIHs).

Design/methodology/approach - Mixed methods were used. The literature review was performed to identify the existing approaches within and outside the manufacturing domain. Computer-assisted telephonic (in-depth) interviewing , was conducted to include perspectives of AI platform stakeholders and collect primary data from various European countries.

Findings - Several challenges and barriers for AI platform stakeholders were identified alongside the corresponding best practices and guidelines on how to address them.

Originality/value - An effective approach was proposed to provide support to the industrial platform managers in this field, by developing guidelines and best practices on how a platform should build its services to support the ecosystem.
(original abstract)
Rocznik
Tom
31
Numer
Strony
463--478
Opis fizyczny
Twórcy
  • Warsaw University of Technology, Poland
  • University of Applied Sciences and Arts of Southern Switzerland, Switzerland
  • Warsaw University of Technology, Poland
  • University of Applied Science and Arts of Southern Switzerland, Switzerland
  • University of Applied Science and Arts of Southern Switzerland, Switzerland
  • Centro de Automática y Robótica, Madrid, Spain
Bibliografia
  • Accenture (2020). Technology vision 2020. Available from: https://www.accenture.com/us-en/insights/technology/technology-trends-2021
  • Albukhitan, S. (2020). Developing digital transformation strategy for manufacturing. Procedia Computer Science, 170, 664-671. doi: 10.1016/j.procs.2020.03.173.
  • Amann, M., Granstr€om, G., Frishammar, J., & Elfsberg, J. (2022). Mitigating not-invented-here and not-sold-here problems: The role of corporate innovation hubs. Technovation, 111, 102377. doi: 10.1016/j.technovation.2021.102377.
  • Beckmann, B., Giani, A., Carbone, J., Koudal, P., Salvo, J., & Barkley, J. (2016). Developing the digital manufacturing commons: A national initiative for us manufacturing innovation. Procedia Manufacturing, 5, 182-194. doi: 10.1016/j.promfg.2016.08.017.
  • Bettoni, A., Matteri, D., Montini, E., Gładysz, B., & Carpanzano, E. (2021). An AI adoption model for SMEs: A conceptual framework. IFAC-PapersOnLine, 54(1), 702-708. doi: 10.1016/j.ifacol.2021.08.082.
  • BeyondMinds. (2021). Implementing AI in manufacturing. BeyondMinds. Available from: https://beyondminds.ai/blog/implementing-ai-in-manufacturing-an-introduction/
  • Dignum, V. (2019). Responsible artificial intelligence: How to develop and use AI in a responsible way. Springer. doi: 10.1007/978-3-030-30371-6.
  • Ejsmont, K., Gladysz, B., Kozlowski, J., & Krystosiak, K. (2021). D1.1 stakeholder analysis [deliverable]. KITT4SME. Available from: https://kitt4sme.eu/wp-content/uploads/2021/09/kitt4sme-d1.1-stakeholder-analysis.pdf
  • Elger, P., & Shanaghy, E. (2020). AI as a Service: Serverless machine learning with AWS (1st ed.). Manning.
  • EU (2019). Digital Innovation Hubs: Helping companies across the economy make the most of digital opportunities - brochure [Text]. Shaping Europe's Digital Future - European Commission. Available from: https://ec.europa.eu/digital-single-market/en/news/digital-innovation-hubs-helping-companies-across-economy-make-most-digital-opportunities
  • EU (2022). How digitalised are the EU's enterprises?. Available from: https://ec.europa.eu/eurostat/web/products-eurostat-news/-/ddn-20220826-1
  • EY (2018). The growing impact of AI on business. MIT Technology Review. Available from: https://www.technologyreview.com/2018/04/30/143136/the-growing-impact-of-ai-on-business/
  • Floridi, L. (2019). What the near future of artificial intelligence could Be. Philosophy & Technology, 32(1), 1-15. doi: 10.1007/s13347-019-00345-y.
  • Fountaine, T., McCarthy, B., & Saleh, T. (2019). Building the AI-powered organization. Harvard Business Review, (July-August). Available from: https://hbr.org/2019/07/building-the-ai-powered-organization
  • Ghobakhloo, M., & Ching, N. T. (2019). Adoption of digital technologies of smart manufacturing in SMEs. Journal of Industrial Information Integration, 16, 100107. doi: 10.1016/j.jii.2019.100107.
  • Haber, R. E., Alique, J. R., Alique, A., Hernández, J., & Uribe-Etxebarria, R. (2003). Embedded fuzzy-control system for machining processes: Results of a case study. Computers in Industry, 50(3), 353-366. doi: 10.1016/S0166-3615(03)00022-8.
  • Hansen, E. B., & Bøgh, S. (2021). Artificial intelligence and internet of things in small and medium-sized enterprises: A survey. Journal of Manufacturing Systems, 58, 362-372. doi: 10.1016/j.jmsy.2020.08.009.
  • Hervas-Oliver, J.-L., Gonzalez-Alcaide, G., Rojas-Alvarado, R., & Monto-Mompo, S. (2020). Emerging regional innovation policies for industry 4.0: Analyzing the digital innovation hub program in European regions. Competitiveness Review: An International Business Journal, 31(1), 106-129. doi: 10.1108/CR-12-2019-0159.
  • Jurčić, M., & Strahonja, V. (2021). Conceptual analysis of the digital innovation hub as a value delivery system. In Proceedings of the Central European Conference on Information and Intelligent Systems, Varazdin, Croatia (pp. 143-150). Available from: https://www.bib.irb.hri1184979.ICTEI2.pdf
  • Lima, G., & Cha, M. (2020). Responsible AI and its stakeholders. ArXiv:2004.11434 [Cs]. Available from: http://arxiv.org/abs/2004.11434
  • Martínez-Caro, E., Cegarra-Navarro, J. G., & Alfonso-Ruiz, F. J. (2020). Digital technologies and firm performance: The role of digital organisational culture. Technological Forecasting and Social Change, 154, 119962. doi: 10.1016/j.techfore.2020.119962.
  • Matt, D. T., Modrák, V., & Zsifkovits, H. (2020). Industry 4.0 for SMEs: Challenges, opportunities and requirements. Palgrave Macmillan. Available from: https://link.springer.com/book/10.1007/978-3-030-25425-4
Typ dokumentu
Bibliografia
Identyfikatory
Identyfikator YADDA
bwmeta1.element.ekon-element-000171677909

Zgłoszenie zostało wysłane

Zgłoszenie zostało wysłane

Musisz być zalogowany aby pisać komentarze.
JavaScript jest wyłączony w Twojej przeglądarce internetowej. Włącz go, a następnie odśwież stronę, aby móc w pełni z niej korzystać.