Accurate fault location in the power transmission line using support vector machine approach

被引:132
|
作者
Salat, R [1 ]
Osowski, S
机构
[1] Agr Univ Warsaw, PL-02776 Warsaw, Poland
[2] Warsaw Univ Technol, PL-00661 Warsaw, Poland
[3] Mil Univ Technol, PL-00908 Warsaw, Poland
关键词
fault location; support vector machine;
D O I
10.1109/TPWRS.2004.825883
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The paper presents a new approach to the location of fault in the high-voltage power transmission line, relying on the application of the support vector machine and frequency characteristics of the measured one-terminal voltage and current transient signals of the system. The extensive numerical experiments performed for location of different kinds of faults of the transmission line have proved very good accuracy of fault location algorithm. The average error of fault location in a 200-km transmission line is below 100 in and the maximum error did not exceed 2 km.
引用
收藏
页码:979 / 986
页数:8
相关论文
共 50 条
  • [41] Transmission line fault location using traveling wave frequencies and extreme learning machine
    Akmaz, Duzgun
    Mamis, Mehmet Salih
    Arkan, Muslum
    Tagluk, Mehmet Emin
    ELECTRIC POWER SYSTEMS RESEARCH, 2018, 155 : 1 - 7
  • [42] Intelligent approaches using support vector machine and extreme learning machine for transmission line protection
    Malathi, V.
    Marimuthu, N. S.
    Baskar, S.
    NEUROCOMPUTING, 2010, 73 (10-12) : 2160 - 2167
  • [43] A study of the accurate fault location system for transmission line using multi-terminal signals
    Gong, QW
    Chen, YP
    Zhang, CX
    Wang, ZM
    2000 IEEE POWER ENGINEERING SOCIETY WINTER MEETING - VOLS 1-4, CONFERENCE PROCEEDINGS, 2000, : 2533 - 2538
  • [44] Highly Accurate Gear Fault Diagnosis Based on Support Vector Machine
    Abdul, Zrar Kh
    Al-Talabani, Abdulbasit K.
    JOURNAL OF VIBRATION ENGINEERING & TECHNOLOGIES, 2023, 11 (07) : 3565 - 3577
  • [45] Highly Accurate Gear Fault Diagnosis Based on Support Vector Machine
    Zrar Kh. Abdul
    Abdulbasit K. Al-Talabani
    Journal of Vibration Engineering & Technologies, 2023, 11 : 3565 - 3577
  • [47] Fault Location Recognition in Transmission Lines Based on Support Vector Machines
    Wang, Zufeng
    Zhao, Pu
    2009 2ND IEEE INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND INFORMATION TECHNOLOGY, VOL 4, 2009, : 401 - 404
  • [48] Location of Fault in a Transmission Line Using Travelling Wave
    Panigrahi, Basanta K.
    Nanda, Riti Parbani
    Singh, Ritu
    Rout, P. K.
    SOFT COMPUTING SYSTEMS, ICSCS 2018, 2018, 837 : 658 - 666
  • [49] Fault Detection and Location in Power Transmission Line Using Concurrent Neuro Fuzzy Technique
    Eboule, Patricks Pouabe
    Pretorius, Jan Harm C.
    Mbuli, Nhlanhla
    Leke, Collins
    2018 IEEE ELECTRICAL POWER AND ENERGY CONFERENCE (EPEC), 2018,
  • [50] Transmission Line Fault Location Based on Machine Vision and Laser Ranging
    Jin L.
    Wang H.
    Wang W.
    Yan S.
    Tongji Daxue Xuebao/Journal of Tongji University, 2018, 46 (12): : 1745 - 1753