State Evaluation and Fault Prediction of Protection System Equipment Based on Digital Twin Technology

Digital twin technology aims to build a map of physical entities in virtual space, and simulate the real-time state and dynamic characteristics of physical devices through bi-directional interactive data flow. In order to guarantee the safe and stable operation of protection system equipment in inte...

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Veröffentlicht in:Applied sciences 2022-08, Vol.12 (15), p.7539
Hauptverfasser: Dong, Yuzhan, Chen, Qing, Ding, Wei, Shao, Ning, Chen, Guanting, Li, Guanbin
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Sprache:eng
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Zusammenfassung:Digital twin technology aims to build a map of physical entities in virtual space, and simulate the real-time state and dynamic characteristics of physical devices through bi-directional interactive data flow. In order to guarantee the safe and stable operation of protection system equipment in intelligent substations and improve the efficiency of protection system operation and condition maintenance, this paper proposes a protection system state evaluation and fault prediction method based on digital twin technology. The architecture, application and operation control mode of digital twin technology in a real-time state analysis of a protection system are studied. The state evaluation model based on matter-element extension and the fault prediction model based on clustering algorithm are constructed. By analyzing the historical data of an intelligent station protection system in actual operation, a database that can be updated and corrected in real time is constructed. The effectiveness and accuracy of the state evaluation and fault prediction method are verified with actual cases, which can provide technical support for the operation and maintenance of the protection system.
ISSN:2076-3417
2076-3417
DOI:10.3390/app12157539