Experiences in Building a Digital Twin Framework: Challenges and Possible Solutions
2024 (English) In: Proceedings - 2024 IEEE 48th Annual Computers, Software, and Applications Conference, COMPSAC 2024, Institute of Electrical and Electronics Engineers (IEEE), 2024, p. 531-536Conference paper, Published paper (Refereed)
Abstract [en]
Digital Twins (DTs) serve as the backbone of Industry 4.0, offering virtual representations of actual systems, enabling accurate simulations, analysis, and control. These representations help predict system behaviour, facilitate multiple real-time tests, and reduce risks and costs while identifying optimization areas. DTs meld cyber and physical realms, accelerating the design and modelling of sustainable innovations. Despite their potential, the complexity of DTs presents challenges in their industrial application. We continue here the development of our approach to build an adaptable and trustable framework for building and operating DT systems - A Digital Twin Framework for Dynamic and Robust Distributed Systems (D-RODS). D-RODS aims to address the challenges above, aiming to advance industrial digitalization and targeting areas like system efficiency, incorporating AI and verification techniques with formal support. We employ existing large-usage tools to illustrate the approach in development based on a synthetic adaptable use case.
Place, publisher, year, edition, pages Institute of Electrical and Electronics Engineers (IEEE), 2024. p. 531-536
Keywords [en]
Digital twins, machine learning, system design, Actual system, Analysis and controls, Distributed systems, In-buildings, Machine-learning, Real-time test, Simulation analysis, Simulation control, System behaviors, Virtual representations
National Category
Computer Systems
Identifiers URN: urn:nbn:se:mdh:diva-68521 DOI: 10.1109/COMPSAC61105.2024.00078 ISI: 001308581200069 Scopus ID: 2-s2.0-85204058274 ISBN: 9798350376968 (print) OAI: oai:DiVA.org:mdh-68521 DiVA, id: diva2:1901404
Conference 48th IEEE Annual Computers, Software, and Applications Conference, COMPSAC 2024, Osaka, Japan, 2-4 July, 2024
2024-09-272024-09-272024-12-11 Bibliographically approved