Fault Analysis of Controllable Series Compensated Transmission Line with Wavelet Transform and Support Vector Machine

被引:0
|
作者
Vyas, Bhargav
Maheshwari, Rudra Prakash
Das, Biswarup
机构
关键词
Power System Protection; Controllable compensated transmission line protection; TCSC; Support Vector Machine; Discrete Wavelet Transform; PHASE SELECTION; CLASSIFICATION;
D O I
暂无
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
For power system monitoring and relaying purpose, fault analysis is considered as an important task. The fault classification problem becomes difficult with introduction controllable compensation. This paper presents an approach for fault type identification with the help of Discrete Wavelet Transform (DWT) and Support Vector Machine (SVM). The scheme utilizes only half cycle post fault data of three phase currents for classification. The change in current signal features during fault has been considered as discriminatory measure. The developed method is extensively tested on a two-area 300 km, 400 kV transmission line compensated at the mid-point with TCSC. Fault cases has been generated with PSCAD/EMTDC with wide variation of system parameters like source impedance, fault resistance, fault inception angle, loading angle, types of faults at different TCSC firing angles. With extensive testing with 19,200 test cases, the algorithm has been proven to be accurate for implementation on transmission lines with TCSC.
引用
收藏
页数:5
相关论文
共 50 条
  • [1] Fault classification technique for series compensated transmission line using support vector machine
    Parikh, Urmil B.
    Das, Biswarup
    Maheshwari, Rudraprakash
    [J]. INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2010, 32 (06) : 629 - 636
  • [2] Fault location in a series compensated transmission line based on wavelet packet decomposition and support vector regression
    Yusuff, A. A.
    Fei, C.
    Jimoh, A. A.
    Munda, J. L.
    [J]. ELECTRIC POWER SYSTEMS RESEARCH, 2011, 81 (07) : 1258 - 1265
  • [3] Fault classification and section identification of an advanced series-compensated transmission line using support vector machine
    Dash, P. K.
    Samantaray, S. R.
    Panda, Ganapati
    [J]. IEEE TRANSACTIONS ON POWER DELIVERY, 2007, 22 (01) : 67 - 73
  • [4] Detection of Fault in Series Capacitor Compensated Double Circuit Transmission Line using Wavelet Transform
    Gautam, Neha
    Ali, Shoyab
    Kapoor, Gaurav
    [J]. 2018 INTERNATIONAL CONFERENCE ON COMPUTING, POWER AND COMMUNICATION TECHNOLOGIES (GUCON), 2018, : 760 - 764
  • [5] Detection of Fault and Identification of Faulty Phase in Series Capacitor Compensated Transmission Line Using Wavelet Transform
    Kapoor, Gaurav
    Tripathi, Sumit
    Jain, Gaurav
    Jayaswal, Kuldeep
    [J]. 2019 IEEE 5TH INTERNATIONAL CONFERENCE FOR CONVERGENCE IN TECHNOLOGY (I2CT), 2019,
  • [6] Discrete Wavelet Transform and Support Vector Machines Algorithm for Classification of Fault Types on Transmission Line
    Kunadumrongrath, K.
    Ngaopitakkul, A.
    [J]. INTERNATIONAL MULTICONFERENCE OF ENGINEERS AND COMPUTER SCIENTIST, IMECS 2012, VOL II, 2012, : 1042 - 1046
  • [7] Support vector machine for fault detection in transmission line
    Malathi, V.
    Marimuthu, N. S.
    [J]. ENGINEERING INTELLIGENT SYSTEMS FOR ELECTRICAL ENGINEERING AND COMMUNICATIONS, 2009, 17 (01): : 13 - 18
  • [8] Fault diagnosis of gearboxes using wavelet support vector machine, least square support vector machine and wavelet packet transform
    Heidari, Mohammad
    Homaei, Hadi
    Golestanian, Hossein
    Heidari, Ali
    [J]. JOURNAL OF VIBROENGINEERING, 2016, 18 (02) : 860 - 875
  • [9] Improved Fault Classification in Series Compensated EHV Transmission Line using Wavelet Transform and Artificial Neural Network
    Raval, Pranav D.
    Pandya, Asit S.
    [J]. PROCEEDINGS OF THE FIRST IEEE INTERNATIONAL CONFERENCE ON POWER ELECTRONICS, INTELLIGENT CONTROL AND ENERGY SYSTEMS (ICPEICES 2016), 2016,
  • [10] Wavelet-based fault classification scheme for a transmission line using a support vector machine
    Bhalja, Bhavesh
    Maheshwari, R. P.
    [J]. ELECTRIC POWER COMPONENTS AND SYSTEMS, 2008, 36 (10) : 1017 - 1030