reviewHeliyonMar 13, 2023GOLD OA

Overview of predictive maintenance based on digital twin technology

Northwestern Polytechnical University

PubMed
Indexed incrossrefdoajpubmed

Abstract

The upgrade and development of manufacturing industry makes predictive maintenance more and more important, but the traditional predictive maintenance can not meet the development needs in many cases. In recent years, predictive maintenance based on digital twin has become a research hotspot in the manufacturing industry field. Firstly, this paper introduces the general methods of digital twin technology and predictive maintenance technology, analyzes the gap between them, and points out the importance of using digital twin technology to realize predictive maintenance. Secondly, this paper introduces the predictive maintenance method based on digital twin (PdMDT), introduces its characteristics, and gives its…

Citation impact

280
total citations
FWCI
53.62
Percentile
100%
References
71
Citations per year

Authors

4

Topics & keywords

Keywords
  • Predictive maintenance
  • Shipbuilding
  • Engineering
  • Field (mathematics)
  • Manufacturing engineering
  • Predictive analytics
  • Industry 4.0
  • Manufacturing
UN Sustainable Development Goals
  • Industry, innovation and infrastructure
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