Review for AI-based Open-circuit Faults Diagnosis Methods in Power Electronics Converters

被引：0
|
作者：
Liu C. [1 ]
Kou L. [1 ]
Cai G. [1 ]
Zhao Z. [2 ]
Zhang Z. [3 ]
机构：
[1] School of Electrical Engineering, Northeast Electric Power University, Jilin, 132012, Jilin Province
[2] State Grid Xinyuan Fengman Training Center, Jilin, 132108, Jilin Province
[3] Department of Electrical Engineering, Technical University of Denmark, Lyngby
来源：
Dianwang Jishu/Power System Technology | 2020年 / 44卷 / 08期
关键词：
Artificial intelligence (AI); Data-driven; Faults diagnosis; Faults location; Open-circuit faults; Power electronics converters;
D O I：
10.13335/j.1000-3673.pst.2019.2427
中图分类号：
学科分类号：
摘要：
Power electronics converters have been widely used in aerospace system, DC transmission, distributed energy, smart grid and so forth, and their reliability has been a hot spot in academia and industry. It is of great significance to carry out power electronics converters open-circuit faults monitoring and intelligent fault diagnosis to avoid secondary faults, reduce time and cost of operation and maintenance, and improve the reliability of power electronics system. Firstly, the faults features of power electronic converters are analyzed and summarized. Secondly, some AI-based fault diagnosis methods and application examples with power electronics converters are reviewed, and a fault diagnosis method based on the combination of random forests and transient fault features is proposed for the three-phase power electronics converters. Finally, the future research challenges and directions of AI-based fault diagnosis methods are pointed out. © 2020, Power System Technology Press. All right reserved.
引用
收藏
页码：2957 / 2970
页数：13
相关论文
共 95 条
  • [1] Zhong Q C., Power-electronics-enabled autonomous power systems: architecture and technical routes, IEEE Transactions on Industrial Electronics, 64, 7, pp. 5907-5918, (2017)
  • [2] Liu Chuang, Li Wei, Sun Jiajun, A high-frequency-isolation two-power-stage converter applied in electric vehicle fast charging station, Power System Technology, 41, 5, pp. 1636-1643, (2017)
  • [3] Chen Gaohua, Cheng Shu, Xiang Chaoqun, A non-intrusive diagnostic technique for open-circuited faults of inverters, Proceedings of the CSEE, 37, 13, pp. 3854-3862, (2017)
  • [4] Liu C, Kan J, Zhi Y, Et al., Reliable transformerless battery energy storage systems based on cascade dual-boost/buck converters, IET Power Electronics, 8, 9, pp. 1681-1689, (2015)
  • [5] Zadeh M K, Gavagsaz-ghoachani R, Martin J P, Et al., Discrete-time tool for stability analysis of DC power electronics based cascaded systems, IEEE Transactions on Power Electronics, 32, 1, pp. 652-667, (2017)
  • [6] Song Guobing, Tao Ran, Li Bin, Et al., Survey of fault analysis and protection for power system with large scale power electronic equipments, Automation of Electric Power Systems, 41, 12, pp. 2-12, (2017)
  • [7] Jiang Jianguo, Qiao Shutong, Gao Dengke, Application of power electronic equipments in power system, Automation of Electric Power Systems, 38, 3, pp. 2-6, (2014)
  • [8] Li Hui, Liu Shengquan, Ran Li, Et al., Overview of condition monitoring technologies of power converter for high power grid-connected wind turbine generator system, Transactions of China Electrotechnical Society, 31, 8, pp. 1-10, (2016)
  • [9] Wei Shurong, He Zhizhuo, Fu Yang, Et al., Research status and prospect of offshore wind turbine fault tolerance, Power System Protection and Control, 44, 9, pp. 145-154, (2016)
  • [10] Xie Bing, Liu Jiquan, Cao Xiaodong, Analysis of UPS accident case of power plant unit, Coal Science & Technology Magazine, 4, (2012)
12345678910