Research on generative artificial intelligence technology scheme of shore-based power digital twin in scenario with incomplete information

Based on the construction of the digital twin of the power system of the shore-based center of a large ocean vehicle, the dynamic data-driven application system of "information symbiosis" as the framework, and the generative adversarial network as the basis, this paper carries out the research on a new paradigm of high-quality data generation, with transfer learning as the core, combined with the generative artificial intelligence algorithm and the modeling method of "implicit model", carries out modeling and anomaly perception research, and takes into account the scheme design of mechanism, data and function realization, and the application scenario is future-oriented, with both theoretical and practical significance.

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Publication Details

Journal
IET conference proceedings.
Published
2024-09-17
DOI
https://doi.org/10.1049/icp.2024.2698
Primary Topic
Advanced Data Processing Techniques
Type
article
Field-Weighted Citation Impact
0.00
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Research on generative artificial intelligence technology scheme of shore-based power digital twin in scenario with incomplete information

Qi Xiao, Zhao‐Xu Chen, Junrong Wang, Ziping Liu et al.
IET conference proceedings.
Advanced Data Processing Techniques
article

Research on generative artificial intelligence technology scheme of shore-based power digital twin in scenario with incomplete information

Qi Xiao, Zhao‐Xu Chen, Junrong Wang, Ziping Liu, Jinlan Gou
article en

Abstract

Based on the construction of the digital twin of the power system of the shore-based center of a large ocean vehicle, the dynamic data-driven application system of "information symbiosis" as the framework, and the generative adversarial network as the basis, this paper carries out the research on a new paradigm of high-quality data generation, with transfer learning as the core, combined with the generative artificial intelligence algorithm and the modeling method of "implicit model", carries out modeling and anomaly perception research, and takes into account the scheme design of mechanism, data and function realization, and the application scenario is future-oriented, with both theoretical and practical significance.

IET conference proceedings.Vol. 2024(8)
Wuhan Ship Development & Design Institute (CN)
Openalex Percentile: Top 83%
Advanced Data Processing Techniques
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Research on generative artificial intelligence technology scheme of shore-based power digital twin in scenario with incomplete information — Qi Xiao, Zhao‐Xu Chen, et al. · IET conference proceedings. (2024) | TGRS Research Map | TGRS