Title :
Proposal for a distance relaying scheme based on wavelet assisted neural network
Author :
Bhowmik, P.S. ; Purkait, P. ; Bhattacharyya, K.
Author_Institution :
Nat. Inst. of Technol., Durgapur
Abstract :
In the present scenario of market driven business, power supply has become more like a commodity. Reliable and quality power need to be ensured to meet customer requirements. In such a situation, it is extremely important that transmission line faults be identified accurately, reliably and in quick time. Fault information from relays need to be used effectively for locating the fault. Advanced signal processing tools such as discrete wavelet transform (DWT) can be used very effectively for parameterization and characterization of the fault signals. On the other hand, properly configured neural network (NN) can be utilized for classification of the faults based on the DWT signal. The present contribution uses electromagnetic transient program (EMTP) for simulation of a model transmission system and MATLAB for performing DWT and NN. Various types of faults have been simulated at different locations along the transmission line and an attempt has been made to correctly identify and locate the fault.
Keywords :
discrete wavelet transforms; fault location; neural nets; power engineering computing; power supply quality; power transmission lines; power transmission reliability; relays; EMTP; MATLAB; discrete wavelet transform; distance relaying scheme; electromagnetic transient program; fault locations; power supply; transmission line faults; wavelet assisted neural network; Discrete wavelet transforms; EMTP; Fault diagnosis; Neural networks; Power supplies; Power transmission lines; Proposals; Protective relaying; Relays; Signal processing; Discrete Wavelet Transform; Distance Relaying; Fast Fourier Transform; Neural Network; Power System Faults;
Conference_Titel :
Power and Energy Society General Meeting - Conversion and Delivery of Electrical Energy in the 21st Century, 2008 IEEE
Conference_Location :
Pittsburgh, PA
Print_ISBN :
978-1-4244-1905-0
Electronic_ISBN :
1932-5517
DOI :
10.1109/PES.2008.4596642