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2024 (English)In: Navigating Unpredictability: Collaborative Networks in Non-linear Worlds, Proceedings, Part I / [ed] Luis M. Camarinha-Matos, Angel Ortiz, Xavier Boucher, Anne-Marie Barthe-Delanoë, Springer, 2024, Vol. 726, p. 305-318Conference paper, Published paper (Refereed)
Abstract [en]
Manufacturing companies are increasingly transitioning from a product-centric to a smart Product Service System (smart PSS) approach to enhance customer satisfaction, service offerings, and product competitiveness through a combination of usage scenarios and digital components. In the context of Industry 5.0 transformation such as developing the Smart Electric Vehicle (SEV), the automotive industry faces the challenge of understanding customers’ descriptions of usage scenarios and translating the qualitative aspects of these scenarios into quantitatively assessed product features for collaborative value co-creation in smart PSS design. This paper addresses this challenge through utilizing Natural Language Processing (NLP) joint with Value-Driven Design (VDD) method for successfully supported a collaborative value exploration of in the smart PSS design stage. A case study was collaborated with a global automotive Original Equipment Manufacturer (OEM), Volkswagen, through proposing a NLP BERT model for VDD of Smart Electric Vehicle (SEV) design. Validation activities were performed by deploying the developed BERT model to the case company based on the scenario design of new car models.
Place, publisher, year, edition, pages
Springer, 2024
Series
IFIP Advances in Information and Communication Technology, ISSN 1868-4238, E-ISSN 1868-422X
Keywords
Smart Product Service System, Value-Driven Design, Natural Language Processing, Scenario, Case
National Category
Design Production Engineering, Human Work Science and Ergonomics
Research subject
Mechanical Engineering
Identifiers
urn:nbn:se:bth-26917 (URN)10.1007/978-3-031-71739-0_20 (DOI)001336708500020 ()2-s2.0-85205088866 (Scopus ID)9783031717390 (ISBN)
Conference
25th IFIP WG 5.5 Working Conference on Virtual Enterprises, PRO-VE 2024, Albi, France, October 28–30, 2024
Funder
Knowledge Foundation, 20180159European Regional Development Fund (ERDF), 20356967
2024-09-162024-09-162025-09-30Bibliographically approved