基于改进HHO‑WNN的直流系统环网接地故障检测
CSTR:
作者:
作者单位:

(1.中国电力科学研究院有限公司,北京 100192;2.广州市仟顺电子设备有限公司,广东 广州 510000;3.中能国研(北京)电力科学研究院,北京 100192)

作者简介:

通讯作者:

杨 臻(1981—),女,硕士,高级工程师,主要从事变电站模块化建设相关设计技术研究方面的工作;E?mail:12345678@qq.com

中图分类号:

TM721.1

基金项目:

中国电力企业联合会标准编制基金(T/CEC20202057)


Ground fault detection of DC system ring network based on improved HHO‑WNN
Author:
Affiliation:

(1. China Electric Power Research Institute, Beijing 100192, China; 2. Guangzhou Qianshun Electronic Equipment Co., Ltd.,Guangzhou 510000, China; 3. EPTC (Beijing) Electric Power Research Institute, Beijing 100192, China)

Fund Project:

  • 摘要
  • |
  • 图/表
  • |
  • 访问统计
  • |
  • 参考文献
  • |
  • 相似文献
  • |
  • 引证文献
  • |
  • 资源附件
  • |
  • 文章评论
    摘要:

    直流系统是维持变电站正常运行的核心部分。针对直流系统环网接地故障检测困难的问题,在传统的低频信号注入法的基础上提出了一种改进哈里斯鹰算法(harris hawks optimization, HHO)与小波神经网络(wavelet neural network,WNN)相结合的接地故障检测方法。该方法首先通过低频信号注入采集环网运行状态;然后应用Mallat小波分解算法将各支路初始信号实施4层分解得到低频系数波形,计算波形能量构建小波神经网络输入样本集;最后,使用改进的哈里斯鹰优化算法优化小波神经网络参数,并将优化好且训练完成的小波神经网络应用于接地故障支路检测。仿真结果表明,所提出的方法能够有效地检测直流系统的环网接地故障。

    Abstract:

    A direct current (DC) system is key to maintaining the normal operation of a substation. To address the difficulties of detecting ground faults in DC system ring networks, a ground fault detection method combining Harris Hawk optimization (HHO) and wavelet neural network (WNN) is proposed based on the traditional low-frequency signal injection method. The proposed method first collects the status of the ring network operation by low-frequency signal injection and then applies the Mallat wavelet decomposition algorithm to decompose the initial signal of each branch into four layers. The low-frequency coefficient waveforms are obtained, and the waveform energy is calculated to construct the WNN input sample set. Finally, the HHO algorithm is used to optimize the WNN parameters, and the optimized and trained WNN is applied to the branch circuit detection of ground faults. The simulation results show that the proposed method can effectively detect ground faults of ring networks in the DC system.

    参考文献
    相似文献
    引证文献
引用本文

杨 臻,李永祥,赵燕茹,等.基于改进HHO‑WNN的直流系统环网接地故障检测[J].电力科学与技术学报,2025,40(3):69-76.
YANG Zhen, LI Yongxiang, ZHAO Yanru, et al. Ground fault detection of DC system ring network based on improved HHO‑WNN[J]. Journal of Electric Power Science and Technology,2025,40(3):69-76.

复制
分享
相关视频

文章指标
  • 点击次数:
  • 下载次数:
  • HTML阅读次数:
  • 引用次数:
历史
  • 收稿日期:
  • 最后修改日期:
  • 录用日期:
  • 在线发布日期: 2025-07-29
  • 出版日期:
文章二维码