Classification of Lightning and Faults in Transmission Line Systems Using Discrete Wavelet Transform

被引:12
作者
Chiradeja, Pathomthat [1 ]
Ngaopitakkul, Atthapol [2 ]
机构
[1] Srinakharinwirot Univ, Fac Engn, Bangkok 10110, Thailand
[2] King Mongkuts Inst Technol Ladkrabang, Fac Engn, Bangkok 10520, Thailand
关键词
INDUCED VOLTAGES; TRANSIENT; LOCATION; CURRENTS;
D O I
10.1155/2018/1847968
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In Thailand, electrical energy consumption has been rapidly increasing, following economic and population growth. In order to supply constant power to consumers, reliability is an important factor the electric utility needs to consider. Common disturbances that cause severe damage to transmission and distribution systems are lightning and faults. The system operator must deal with these two phenomena with speed and accuracy. Thus, this study aims to investigate the differential behaviour of transmission systems when disturbance such as lightning strikes and faults occurs in a 115-kV transmission line. The methodology consists of using the ATP/EMTP program to model the transmission system by the 115-kV Electricity Generating Authority of Thailand (EGAT) and simulate both lightning and fault signals in the system. The discrete wavelet transforms are then applied to obtain the signals in order to evaluate the characteristics and behaviour of both signals in terms of high-frequency components. The obtained data will then be used to construct the fault and lightning classification algorithm based on DWT and travelling wave theory. The proposed algorithm shows the effectiveness in classifying the fault and lightning based on the transmission system that was modelled after the actual system in Thailand. Thus, it can further improve the protection scheme and devices in terms of accuracy and reduce the response time for an operator to address the disturbance and ensure the reliability of the system in the future.
引用
收藏
页数:14
相关论文
共 22 条
[1]   A New Channel-Base Current Function for Lightning Studies [J].
Andreotti, Amedeo ;
Verolino, Luigi .
IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY, 2015, 57 (06) :1539-1546
[2]   Lightning-Inverse Reconstruction by Remote Sensing and Numerical-Field Synthesis [J].
Ceclan, Andrei ;
Topa, Vasile ;
Micu, Dan D. ;
Andreotti, Amedeo .
IEEE TRANSACTIONS ON MAGNETICS, 2013, 49 (05) :1657-1660
[3]   Detection and Classification of Transmission Line Faults Based on Unsupervised Feature Learning and Convolutional Sparse Autoencoder [J].
Chen, Kunjin ;
Hu, Jun ;
He, Jinliang .
IEEE TRANSACTIONS ON SMART GRID, 2018, 9 (03) :1748-1758
[4]   Fault detection, classification and location for transmission lines and distribution systems: a review on the methods [J].
Chen, Kunjin ;
Huang, Caowei ;
He, Jinliang .
HIGH VOLTAGE, 2016, 1 (01) :25-33
[5]   Two-Terminal Traveling-Wave-Based Transmission-Line Protection [J].
Costa, F. B. ;
Monti, A. ;
Lopes, F. V. ;
Silva, K. M. ;
Jamborsalamati, P. ;
Sadu, A. .
IEEE TRANSACTIONS ON POWER DELIVERY, 2017, 32 (03) :1382-1393
[6]   Comparison of transient and power frequency-induced voltages on a pipeline parallel to an overhead transmission line [J].
Cotton, Ian ;
Kopsidas, Konstantinos ;
Zhang, Yang .
IEEE TRANSACTIONS ON POWER DELIVERY, 2007, 22 (03) :1706-1714
[7]   Close Accord on DWT Performance and Real-Time Implementation for Protection Applications [J].
Darwish, Hatem A. ;
Hesham, Mohammad ;
Taalab, Abdel-Maksoud I. ;
Mansour, Naema M. .
IEEE TRANSACTIONS ON POWER DELIVERY, 2010, 25 (04) :2174-2183
[8]   DWT-Based detection and transient power direction-based location of high-impedance faults due to leaning trees in unearthed MV networks [J].
Elkalashy, Nagy I. ;
Lehtonen, Matti ;
Darwish, Hatem A. ;
Taalab, Abdel-Maksoud I. ;
Izzularab, Mohamed A. .
IEEE TRANSACTIONS ON POWER DELIVERY, 2008, 23 (01) :94-101
[9]   On the Influence of Steel Geometry on the Induced Currents in Steel Reinforced Concrete Building due to a Nearby Lightning Strike to Ground [J].
Hegde, Vishwanath ;
Shivanand, Vinoda .
IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY, 2015, 57 (03) :418-424
[10]   A Channel-Base Current Function for Lightning Return-Stroke Modeling [J].
Javor, Vesna ;
Rancic, Predrag D. .
IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY, 2011, 53 (01) :245-249