Author(s)

Yanhao Li ¹, Xiaorong Sun ¹, Luyao Tong ¹, Bo Peng ¹, Jinpeng Li ¹

Affiliation(s)

¹ School of Computer and Artificial Intelligence, Beijing Technology and Business University, Beijing, 100048, China

Corresponding Author

Yanhao Li

ABSTRACT

Fault prediction and diagnosis technology in the power system is an important application field of intelligent algorithms. Intelligent algorithms play a key role in fault prediction and diagnosis technology in the power system, aiming to improve the accuracy and efficiency of fault detection. This article reviews the current development status of intelligent algorithms in fault prediction and diagnosis technology in the power system, summarizes several problems and corresponding countermeasures of several commonly used intelligent algorithms in fault diagnosis applications. Finally, the development trend of intelligent algorithms is discussed: by focusing on data quality and integrating multi-source data, optimizing the selection and parameter tuning of algorithms and models, as well as combining multiple algorithms and models, the effectiveness and accuracy of fault prediction and diagnosis in the power system can be improved, enhancing the stability and reliability of the power system.

KEYWORDS

Power system, Fault prediction, Fault diagnosis, Intelligent algorithm, Data fusion

CITE THIS PAPER

Yanhao Li, Xiaorong Sun, Luyao Tong, Bo Peng, Jinpeng Li, Research on intelligent algorithm-based power system fault prediction and diagnosis technology. Journal of Electrotechnology, Electrical Engineering and Management (2024) Vol. 7: 84-91. DOI: http://dx.doi.org/10.23977/jeeem.2024.070111.

REFERENCES

[1] Du Yi, Zhang Peichao, Yu Weiyong. Fault Diagnosis System of Substation Based on Hybrid Reasoning of Cases and Rules [J]. Power System Technology, 2004, 28(1): 34-38.
[2] Gao Wei. Study on Intelligent Substation Fault Diagnosis Method Based on Petri Net Method [J]. Modern Information Technology, 2022, 6(15): 34-38.
[3] Miao Yuezhou. Research on Fault Localization Method of Substation Secondary System Based on Matrix and Neural Network Algorithm [J]. Electrical Technology and Economy, 2023, 43(10): 36-37.
[4] Pei Qigen, Huang Dawen, Gao Xiangbin. Diagnosis Model for Power System Component Faults Based on Bayesian Network and Time Series [J]. Journal of Shenyang University of Technology, 2021, 43(6): 619-623.
[5] Yan Limei, Xu Weili. Review on Fault Diagnosis of Power Systems Based on Petri Net [J]. Guangdong Electric Power, 2022, 43(6): 1-10.
[6] Wen Hechang. Research on Fault Diagnosis Method of Microgrid Based on Hybrid Petri Net [D]. Nanchang: Nanchang University, 2020.
[7] Jiang Zemiao, Yuan Zhe. Power System Fault Diagnosis Based on Machine Learning Algorithm [J]. Electrical Technology and Economy, 2023, 43(9): 336-338.
[8] Xie Zhaoxian, Zou Xingmin, Zhang Wenjing. Efficient Decision Tree Parameter Pruning Algorithm for Large Data Sets [J]. Computer Engineering, 2024, 50(1): 156-165.
[9] Duan Yubo, Ruan Wanjiang. Fault Diagnosis of Power System Based on Rough Set Theory [J]. Science Technology & Engineering, 2007, 7(18): 4717-4719.
[10] Zhou Ming, Ren Jianwen, Li Gengyin. Expert System for Distributed Power System Fault Diagnosis Based on Fuzzy Inference [J]. Electric Power Automation, 2001(24).
[11] Zhao Haiping, Liu Xiaoqin, Qiu Yu. Application of Artificial Intelligence Technology in Power System Fault Diagnosis [C]. Proceedings of the 2022 Electric Power Industry Informatization Annual Conference, 2023: 473-476.
[12] Chen Ying. Design of Electrical Equipment Operation Monitoring System Based on 5G [J]. Information and Computer, 2023, 35(15): 193-195.
[13] Ouyang Shengrui. Research Status and Development Trend of Power System Fault Diagnosis [J]. Electrical Transmission Automation, 2021, 43(4): 40-42.

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