Latent fault detection method for medium voltage cables based on Kizilcay arc model and KNN
编号:188 访问权限:仅限参会人 更新:2021-12-03 10:45:55 浏览:579次 张贴报告

报告开始:2021年12月17日 14:35(Asia/Shanghai)

报告时间:5min

所在会场:[Z] Poster Session [Z3] Poster Session 3: Power system and automation

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摘要
Cable plays an important role in urban medium voltage distribution networks. Detecting and locating latent cable faults is of great significance for preventing permanent cable faults, reducing power outages caused by faults, and ensuring the safe operation of power systems. In this paper, based on Kizilcay arc model, an equivalent model suitable for cable latent fault in small resistance grounded distribution system is established, and a typical 10kV small resistance cable distribution network model is built in PSCAD / EMTDC platform to compare and analyze the effects of different fault parameters on the characteristics of latent fault arc. Secondly, based on the phase space reconstruction theory and fractal theory, the latent fault characteristics of medium voltage distribution cables are extracted. Based on latent fault feature vector and KNN algorithm classifier, a new latent fault detection method for medium voltage distribution cable is proposed. The effectiveness of the proposed latent fault detection method is verified by PSCAD / EMTDC simulation.
关键词
Latent cable fault; Kizilcay arc model; Phase space reconstruction; Fractal theory; KNN algorithm classifier
报告人
Xue Chang
Shandong University

稿件作者
Baodong Zhang State Grid Dezhou Power Supply Company
Chaozhang Liu State Grid Dezhou Power Supply Company
Jian Liu State Grid Dezhou Power Supply Company
Xue Chang Shandong University
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重要日期
  • 会议日期

    07月11日

    2023

    08月18日

    2023

  • 11月10日 2021

    初稿截稿日期

  • 12月10日 2021

    注册截止日期

  • 12月11日 2021

    报告提交截止日期

主办单位
IEEE IAS
承办单位
IEEE IAS Student Chapter of Southwest Jiaotong University (SWJTU)
IEEE IAS Student Chapter of Huazhong University of Science and Technology (HUST)
IEEE PELS (Power Electronics Society) Student Chapter of HUST
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