This paper explores the qualification of a digital twin (DT) for a mobile manipulator (MOMA) in industrial applications. We discuss the development of different DT models based on various industrial needs and highlight the dependence of model accuracy on online sensor precision. Limitations of DTs for MOMA are examined, including challenges in respecting qualifiers due to the inability to incorporate unstructured aspects of the factory environment. Through a case study and some examples, we show the latent potential and limitations of DTs for MOMA in industrial contexts. The challenges of fidelity, real-time operation, and environment modeling are discussed. It is emphasized that creating a true digital twin of a mobile manipulator is hindered by the inability to include the complete surrounding environment. Recommendations for future research focus on addressing these limitations to enhance the effectiveness of DTs for MOMA in Industry 4.0 and smart manufacturing.
Exploring the limitations and potential of digital twins for mobile manipulators in industry / Antonelli, Dario; Aliev, Khurshid; Soriano, Marco; Samir, Kousay; Monetti, Fabio Marco; Maffei, Antonio. - In: PROCEDIA COMPUTER SCIENCE. - ISSN 1877-0509. - 232:(2024), pp. 1121-1130. (Intervento presentato al convegno 5th International Conference on Industry 4.0 and Smart Manufacturing (ISM 2023) tenutosi a Lisbona (PT)) [10.1016/j.procs.2024.01.110].
Exploring the limitations and potential of digital twins for mobile manipulators in industry
Antonelli, Dario;Aliev, Khurshid;Soriano, Marco;
2024
Abstract
This paper explores the qualification of a digital twin (DT) for a mobile manipulator (MOMA) in industrial applications. We discuss the development of different DT models based on various industrial needs and highlight the dependence of model accuracy on online sensor precision. Limitations of DTs for MOMA are examined, including challenges in respecting qualifiers due to the inability to incorporate unstructured aspects of the factory environment. Through a case study and some examples, we show the latent potential and limitations of DTs for MOMA in industrial contexts. The challenges of fidelity, real-time operation, and environment modeling are discussed. It is emphasized that creating a true digital twin of a mobile manipulator is hindered by the inability to include the complete surrounding environment. Recommendations for future research focus on addressing these limitations to enhance the effectiveness of DTs for MOMA in Industry 4.0 and smart manufacturing.File | Dimensione | Formato | |
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https://hdl.handle.net/11583/2987300