Statistical decision-tree based fault classification scheme for protection of power transmission lines

被引：56
|
作者：
Upendar, J. [1 ]
Gupta, C. P. [1 ]
Singh, G. K. [1 ]
机构：
[1] Indian Inst Technol, Dept Elect Engn, Roorkee 247667, Uttar Pradesh, India
来源：
INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS | 2012年 / 36卷 / 01期
关键词：
Fault classification; Wavelets; Classification and Regression Tree method (CART); Transmission lines; Artificial neural network (ANN);
D O I：
10.1016/j.ijepes.2011.08.005
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：
This paper presents a statistical algorithm for classification of faults on power transmission lines. The proposed algorithm is based upon the wavelet transform of three phase currents measured at the sending end of a line and the Classification and Regression Tree (CART) method, a commonly available statistical method. Wavelet transform of current signal provides hidden information of a fault situation as an input to CART algorithm, which is used to classify different types of faults. The proposed technique is simulated using MATLAB/SIMULINK software and it is tested upon the data created with the fault analysis of the 400 kV sample transmission line considering wide variations in the operating conditions. The classification results are also compared with the results obtained using back propagation neural network. (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码：1 / 12
页数：12
相关论文
共 50 条
  • [1] Decision Tree Based Fault Classification Scheme for Protection of Series Compensated Transmission Lines
    Parikh, Urmil B.
    Bhalja, Bhavesh R., Jr.
    Maheshwari, Rudra Prakash
    Das, Biswarup
    [J]. INTERNATIONAL JOURNAL OF EMERGING ELECTRIC POWER SYSTEMS, 2007, 8 (06):
  • [2] A decision tree based method for fault classification in transmission lines
    Shahrtash, S. M.
    Jamehbozorg, A.
    [J]. 2008 IEEE/PES TRANSMISSION & DISTRIBUTION CONFERENCE & EXPOSITION, VOLS 1-3, 2008, : 1039 - 1043
  • [3] A Decision-Tree Scheme for Responding to Uncertainties in Microgrid Protection Coordination
    Hosseini, Seyed Amir
    Abyaneh, Hossein Askarian
    Sadeghi, Seyed Hossein Hesamedin
    Eslami, Reza
    Razavi, Farzad
    [J]. ELECTRIC POWER COMPONENTS AND SYSTEMS, 2018, 46 (01) : 69 - 82
  • [4] A Novel Decision Tree Regression-Based Fault Distance Estimation Scheme for Transmission Lines
    Swetapadma, Aleena
    Yadav, Anamika
    [J]. IEEE TRANSACTIONS ON POWER DELIVERY, 2017, 32 (01) : 234 - 245
  • [5] A Decision Tree-Based Method for Fault Classification in Double-Circuit Transmission Lines
    Jamehbozorg, A.
    Shahrtash, S. M.
    [J]. IEEE TRANSACTIONS ON POWER DELIVERY, 2010, 25 (04) : 2184 - 2189
  • [6] A Decision-Tree-Based Method for Fault Classification in Single-Circuit Transmission Lines
    Jamehbozorg, Arash
    Shahrtash, S. Mohammad
    [J]. IEEE TRANSACTIONS ON POWER DELIVERY, 2010, 25 (04) : 2190 - 2196
  • [7] Fault Classification Scheme Based on the Adaptive Resonance Theory Neural Network for Protection of Transmission Lines
    Upendar, J.
    Gupta, C. P.
    Singh, G. K.
    [J]. ELECTRIC POWER COMPONENTS AND SYSTEMS, 2010, 38 (04) : 424 - 444
  • [8] An Algorithm of Decision-tree Generating Automatically Based on Classification
    Hu, Lihong
    Yu, Zifan
    Liu, Yanfang
    [J]. PROCEEDINGS OF THE FIRST INTERNATIONAL WORKSHOP ON EDUCATION TECHNOLOGY AND COMPUTER SCIENCE, VOL I, 2009, : 823 - +
  • [9] A new protection scheme for fault detection, direction discrimination, classification, and location in transmission lines
    Jiang, JA
    Chen, CS
    Liu, CW
    [J]. IEEE TRANSACTIONS ON POWER DELIVERY, 2003, 18 (01) : 34 - 42
  • [10] High Impedance Fault Classification in UPFC Compensated Double Circuit Transmission Lines using Differential Power Protection Scheme
    Kundu , Madhumita
    Debnath, Sudipta
    [J]. PROCEEDINGS OF 2018 IEEE APPLIED SIGNAL PROCESSING CONFERENCE (ASPCON), 2018, : 54 - 58
12345