Fault Classification of Phase to Phase Fault in Six Phase Transmission Line using Haar Wavelet and ANN

被引:0
|
作者
Kumar, Ravi [1 ]
Koley, Ebha [1 ]
Yadav, Anamika [1 ]
Thoke, A. S. [1 ]
机构
[1] Natl Inst Technol, Dept Elect Engn, Raipur, Madhya Pradesh, India
关键词
Six phase transmission line; Haar Wavelet Transform (WT); Artificial Neural Network (ANN); Standard Deviation (SD);
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This paper presents a fault classification technique based on Haar Wavelet Transform (WT) and Artificial Neural Network (ANN) for six phase transmission line against phase to phase faults. The approximation & detailed coefficients of voltage & current signals are extracted using Haar WT. The standard deviation (SD) of approximated coefficient of voltage & current samples is used as input to the neural network for classification purpose. Six phase transmission line is modeled and the proposed protection technique has been developed using the Simulink (R) and Simpowersystem (R) toolboxes of MATLAB (R) 7.01. The effect of variation of fault parameters such as fault distance location, resistance and inception angle are also considered. The simulation result of Haar WT and ANN based fault classifier is presented in this paper. This has been discovered that the proposed method classifies all types of phase-to-phase fault accurately. Thus simulation results demonstrate the suitability and effectiveness of the proposed algorithm.
引用
收藏
页码:5 / 8
页数:4
相关论文
共 50 条
  • [1] Application of Fuzzy Logic for fault detection and classification in Six Phase transmission line
    Verma, Maneesh
    Koley, Ebha
    Ghosh, Subhojit
    [J]. 2017 IEEE INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND COMPUTING RESEARCH (ICCIC), 2017, : 711 - 715
  • [2] Wavelets for six-phase transmission lines relaying: Fault classification and phase selection
    Hajjar, AA
    Mansour, MM
    Tallat, HEA
    [J]. 11TH IEEE MEDITERRANEAN ELECTROTECHNICAL CONFERENCE, PROCEEDINGS, 2002, : 235 - 239
  • [3] Fault analysis on double three-phase to six-phase converted transmission line
    Mustafa, M. W.
    Ahmad, M. R.
    Shareef, H.
    [J]. IPEC: 2005 International Power Engineering Conference, Vols 1 and 2, 2005, : 1030 - 1034
  • [4] Fault Phase Selection for UHV Six-Phase Transmission Lines
    Wang, Yan
    Xu, Song-xiao
    [J]. 2011 INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTATION AND INDUSTRIAL APPLICATION (ICIA2011), VOL IV, 2011, : 425 - 428
  • [5] Fault Phase Selection for UHV Six-Phase Transmission Lines
    Wang, Yan
    Xu, Song-xiao
    [J]. 2010 THE 3RD INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND INDUSTRIAL APPLICATION (PACIIA2010), VOL IX, 2010, : 426 - 429
  • [6] A fault detection and faulted-phase selection approach for transmission lines with Haar wavelet transform
    Jiang, JA
    Fan, PL
    Chen, CS
    Yu, CS
    Sheu, JY
    [J]. 2003 IEEE PES TRANSMISSION AND DISTRIBUTION CONFERENCE & EXPOSITION, VOLS 1-3, CONFERENCE PROCEEDINGS: BLAZING TRAILS IN ENERGY DELIVERY AND SERVICES, 2003, : 285 - 289
  • [7] Fuzzy Logic based Fault Detection and Classification scheme for Series Faults in Six Phase Transmission Line
    Althi, Tirupathi Rao
    Koley, Ebha
    Ghosh, Subhojit
    [J]. 2021 7TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENERGY SYSTEMS (ICEES), 2021, : 479 - 483
  • [8] Six Phase Transmission Line Boundary Protection Using Wavelet Transform
    Kapoor, Gaurav
    [J]. 2018 8TH IEEE INDIA INTERNATIONAL CONFERENCE ON POWER ELECTRONICS (IICPE), 2018,
  • [9] Fault Location and Phase Selection for UHV Six-Phase Transmission Lines
    Wang, Yan
    Zhou, Dan
    Jiao, Yan-jun
    Xu, Song-xiao
    [J]. 2011 ASIA-PACIFIC POWER AND ENERGY ENGINEERING CONFERENCE (APPEEC), 2011,
  • [10] Transmission Line Fault Classification Using Discrete Wavelet Transform
    Choudhury, Mousam
    Ganguly, Amrita
    [J]. 2015 INTERNATIONAL CONFERENCE ON ENERGY, POWER AND ENVIRONMENT: TOWARDS SUSTAINABLE GROWTH (ICEPE), 2015,