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Digital Twin-based manufacturing system: a survey based on a novel reference model.
- Source :
- Journal of Intelligent Manufacturing; Aug2024, Vol. 35 Issue 6, p2517-2546, 30p
- Publication Year :
- 2024
-
Abstract
- The development of advanced information technologies are paving the digital transformation of manufacturing systems, of which Digital Twin-based manufacturing system (DTMS) has become a prevailing topic attracted ever-increasing concerns from both industry and academia. As a cutting-edge smart manufacturing system, DTMS can improve manufacturing accuracy and efficiency based on high fidelity simulation, near real-time monitoring and control in a cyber-physical integrated manner. However, the connotation and boundary of DTMS lack a clear definition and systematic analysis. Therefore, this paper reviews the existing Digital Twin reference models and implementation architectures on manufacturing system, and further proposes a reference model of DTMS. Based on it, the characteristics and operational mechanism of DTMS are analyzed from three perspectives: hierarchy, dimension, and scale. Specifically, the composition of DTMS is described from a multi-level perspective, the specific characteristics of the DTMS are analyzed from a multi-dimensional perspective, and the temporal and spatial characteristics of the DTMS under different application scenarios are depicted from a multi-scale perspective, respectively. At last, the potential research directions of DTMS are highlighted in terms of reusability, interpretability and adaptability. It is envisioned that this work can provide a clear understanding with insightful knowledge to attract more in-depth research of DTMS. [ABSTRACT FROM AUTHOR]
Details
- Language :
- English
- ISSN :
- 09565515
- Volume :
- 35
- Issue :
- 6
- Database :
- Complementary Index
- Journal :
- Journal of Intelligent Manufacturing
- Publication Type :
- Academic Journal
- Accession number :
- 178293592
- Full Text :
- https://doi.org/10.1007/s10845-023-02172-7