FDOST-Based Fault Classification Scheme for Fixed Series Compensated Transmission System

被引:20
作者
Mishra, Praveen Kumar [1 ]
Yadav, Anamika [1 ]
Pazoki, Mohammad [2 ]
机构
[1] Natl Inst Technol, Dept Elect Engn, Raipur 492010, Madhya Pradesh, India
[2] Damghan Univ, Sch Engn, Damghan 3671641167, Iran
来源
IEEE SYSTEMS JOURNAL | 2019年 / 13卷 / 03期
关键词
Decision tree (DT); fast discrete orthonormal s-transform (FDOST); fault classification; series compensated line; LINE; PROTECTION; IDENTIFICATION;
D O I
10.1109/JSYST.2018.2890288
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes a new method for diagnosis of fault type and faulty phase of a series compensated transmission line. The standard deviation (SD) principle together with the fast discrete orthonormal s-transform (FDOST) and the decision tree (DT) is applied for the purpose of fault classification. The FDOST, as an efficient signal processing tool, is used for extracting the features from a half cycle window of voltage and current signals sampled from one end of the power system network. Finally, the SD of a half cycle post-fault samples of the FDOST coefficients is calculated to form the input feature vector for the DT-based classifier. The features are processed by the DT to classify faults. The practicability of the proposed method is validated by modified Western System Coordinating Council 3-machine 9-bus system simulated in the PSCAD/ENITDC software and field fault data captured from a real transmission network of Chhattisgarh state, India. The results confirm that the proposed method reliably classifies all types of faults with high efficacy.
引用
收藏
页码:3316 / 3325
页数:10
相关论文
共 35 条
[2]  
Anderson P., 1999, POWER SYSTEM PROTECT, P575
[3]  
[Anonymous], MAN P N 1601 0089 F5
[4]  
[Anonymous], 2015, POWER SYSTEMS SIGNAL
[5]  
[Anonymous], 2011, APPL SEL 321 REL SER
[6]  
[Anonymous], 2007, C37116 IEEE
[8]   Fault classification and section identification of an advanced series-compensated transmission line using support vector machine [J].
Dash, P. K. ;
Samantaray, S. R. ;
Panda, Ganapati .
IEEE TRANSACTIONS ON POWER DELIVERY, 2007, 22 (01) :67-73
[9]   Koopman Analysis Based Wide-Area Back-Up Protection and Faulted Line Identification for Series-Compensated Power Network [J].
Dubey, Rahul ;
Samantaray, Subhransu Ranjan ;
Panigrahi, Bijaya Ketan ;
Venkoparao, Vijendran G. .
IEEE SYSTEMS JOURNAL, 2018, 12 (03) :2634-2644
[10]   Fault diagnosis system for series compensated transmission line based on wavelet transform and adaptive neuro-fuzzy inference system [J].
Eristi, Huseyin .
MEASUREMENT, 2013, 46 (01) :393-401