A Method for Single-Phase Ground Fault Section Location in Distribution Networks Based on Improved Empirical Wavelet Transform and Graph Isomorphic Networks

被引:0
|
作者
Wang, Chen [1 ]
Feng, Lijun [1 ]
Hou, Sizu [2 ]
Ren, Guohui [1 ]
Wang, Wenyao [2 ]
机构
[1] State Grid Yuncheng Power Supply Co, Yuncheng 044400, Peoples R China
[2] North China Elect Power Univ, Sch Elect & Elect Engn, Baoding 071003, Peoples R China
关键词
improved empirical wavelet transform; weighted permutation entropy; GINs; graph classification; fault section location;
D O I
10.3390/info15100650
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
When single-phase ground faults occur in distribution systems, the fault characteristics of zero-sequence current signals are not prominent. They are quickly submerged in noise, leading to difficulties in fault section location. This paper proposes a method for fault section location in distribution networks based on improved empirical wavelet transform (IEWT) and GINs to address this issue. Firstly, based on kurtosis, EWT is optimized using the N-point search method to decompose the zero-sequence current signal into modal components. Noise is filtered out through weighted permutation entropy (WPE), and signal reconstruction is performed to obtain the denoised zero-sequence current signal. Subsequently, GINs are employed for graph classification tasks. According to the topology of the distribution network, the corresponding graph is constructed as the input to the GIN. The denoised zero-sequence current signal is the node input for the GIN. The GIN autonomously explores the features of each graph structure to achieve fault section location. The experimental results demonstrate that this method has strong noise resistance, with a fault section location accuracy of up to 99.95%, effectively completing fault section location in distribution networks.
引用
收藏
页数:21
相关论文
共 50 条
  • [31] Study on Single-phase Ground Fault Location of Distribution Network Based on MDS and DBSCAN Clustering
    Mu, Zhijun
    Wu, Yuguang
    Yin, Hongxu
    Liu, Zhigang
    Liu, Chunxiu
    PROCEEDINGS OF THE 39TH CHINESE CONTROL CONFERENCE, 2020, : 6146 - 6150
  • [32] Single-phase ground fault line selection method in active distribution networks based on high-voltage inverter injected signals
    Liu, Zhengyi
    Deng, Changhong
    DYNA, 2019, 94 (05): : 539 - 545
  • [33] Max mean discrepancy based fault section location method for small-current ground faults in distribution networks
    Tan, Liming
    Yin, Xianggen
    Qiao, Jian
    Wang, Yikai
    Xu, Wen
    Chen, Wei
    ENERGY REPORTS, 2022, 8 : 1437 - 1445
  • [34] ResNest-SVM-based method for identifying single-phase ground faults in active distribution networks
    Lian, Qingwen
    Luo, Xiang
    Lin, Dong
    Lin, Caihua
    Chen, Bingxi
    Guo, Ziyi
    Frontiers in Energy Research, 2024, 12
  • [35] Fast Single-phase Fault Location Method Based on Community Graph Depth-first Traversal for Distribution Network
    Dang, Jian
    Yan, Yunjiang
    Jia, Rong
    Wang, Xiaowei
    Wei, Hui
    CSEE JOURNAL OF POWER AND ENERGY SYSTEMS, 2023, 9 (02): : 612 - 622
  • [36] Semantic Segmentation-Based Intelligent Threshold-Free Feeder Detection Method for Single-Phase Ground Fault in Distribution Networks
    Hong, Cui
    Qiu, Heng-Yi
    Gao, Jian-Hong
    Lin, Shuyue
    Guo, Mou-Fa
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2024, 73 : 1 - 9
  • [37] Monitoring in 6-35 kV power networks, location of single-phase ground fault and detection of fault feeder
    Kachesov, Vladimir
    Lebedev, Andrey
    Kitova, Evgenia
    INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2023, 152
  • [38] A method of determining the zone of a single-phase fault in distribution networks under operating voltage
    Kachesov, V.Ye.
    Elektrichestvo, 2005, (06): : 9 - 19
  • [39] Single-phase ground fault location method for distribution network based on traveling wave time-frequency characteristics
    Zhao Jianwen
    Hou Hui
    Gao Yu
    Huang Yongping
    Gao Shuping
    Lou Jianan
    ELECTRIC POWER SYSTEMS RESEARCH, 2020, 186
  • [40] Active Location Method for Single-Line-to-Ground Fault of Flexible Grounding Distribution Networks
    Lin, Jiahao
    Guo, Moufa
    Zheng, Zeyin
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2023, 72