DWT and BPNN Based Fault Detection, Classification and Estimation of Location of HVAC Transmission Line

被引:0
|
作者
Saha, Binoy [1 ]
Patel, Bikash [1 ]
Bera, Parthasarathi [1 ]
机构
[1] Kalyani Govt Engn Coll, Dept Elect Engn, Nadia, W Bengal, India
关键词
Discrete Wavelet Ttransform (DWT); Multi-resolution Analysis (MRA); Back Propagation Neural Network(BPNN); Power System Faults; WAVELET TRANSFORM;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The paper presents a technique for detection classification and diagnosis of fault location on overhead transmission lines for different types of fault. Discrete wavelet transform (DWT) has been used for extraction of features of signals of current under faulted condition and back propagation neural network (BPNN) have been used for training the features of current signal for different fault location. It has been found that the coefficients of discrete wavelet transform of fault signal and BPNN satisfactorily detect, classify and locate the fault location.
引用
收藏
页码:174 / 178
页数:5
相关论文
共 50 条
  • [31] Generalized neural network and wavelet transform based approach for fault location estimation of a transmission line
    Jamil, Majid
    Kalam, Abul
    Ansari, A. Q.
    Rizwan, M.
    [J]. APPLIED SOFT COMPUTING, 2014, 19 : 322 - 332
  • [32] An AI-based fault detection and classification method for hybrid parallel HVAC/HVDC overhead transmission lines
    Fayazi, Mohammad
    Saffarian, Alireza
    Joorabian, Mahmood
    Monadi, Mehdi
    [J]. Electric Power Systems Research, 2025, 238
  • [33] Versatile relaying algorithm for detection and classification of fault on transmission line
    Vyas, Bhargav Y.
    Maheshwari, R. P.
    Das, Biswarup
    [J]. ELECTRIC POWER SYSTEMS RESEARCH, 2021, 192
  • [34] Transmission Line Fault Detection and Classification using Wavelet Analysis
    Jana, Subhra
    De, Abhinandan
    [J]. 2013 ANNUAL IEEE INDIA CONFERENCE (INDICON), 2013,
  • [35] Wavelet Based Transmission Line Fault Identification and Classification
    Kirubadevi, S.
    Sutha, S.
    [J]. 2017 INTERNATIONAL CONFERENCE ON COMPUTATION OF POWER, ENERGY INFORMATION AND COMMUNICATION (ICCPEIC), 2017, : 721 - 725
  • [36] FAULT DETECTION, CLASSIFICATION AND LOCATION ON TRANSMISSION LINES USING WAVELET TRANSFORM
    Reddy, B. Ravindranath
    Kumar, M. Vijaya
    Suryakalavathi, M.
    Babu, Ch. Prasanth
    [J]. CEIDP: 2009 ANNUAL REPORT CONFERENCE ON ELECTRICAL INSULATION AND DIELECTRIC PHENOMENA, 2009, : 381 - 383
  • [37] Transmission Line Fault Detection and Classification Based on Improved YOLOv8s
    Qiang, Hao
    Tao, Zixin
    Ye, Bo
    Yang, Ruxue
    Xu, Weiyue
    [J]. ELECTRONICS, 2023, 12 (21)
  • [38] Wavelet entropy based algorithm for fault detection and classification in FACTS compensated transmission line
    El-Zonkoly, A. M.
    Desouki, H.
    [J]. INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2011, 33 (08) : 1368 - 1374
  • [39] A correlation coefficient-based algorithm for fault detection and classification in a power transmission line
    Musa, Mohammed H. H.
    He, Zhengyou
    Fu, Ling
    Deng, Yujia
    [J]. IEEJ TRANSACTIONS ON ELECTRICAL AND ELECTRONIC ENGINEERING, 2018, 13 (10) : 1394 - 1403
  • [40] Wavelet entropy based algorithm for fault detection and classification in facts compensated transmission line
    El-Zonkoly, Amany M.
    Desouki, Hussein
    [J]. World Academy of Science, Engineering and Technology, 2011, 73 : 212 - 217