Title :
Wavelet Based Fault Detection, Classification and Location in Transmission Lines
Author :
Gafoor, Shaik Abdul ; Rao, P. V Ramana
Author_Institution :
Dept. of Electr. Eng., Nat. Inst. of Technol., Warangal
Abstract :
This paper deals with the application of wavelet transforms for the detection, classification and location of faults on transmission lines. A global positioning system synchronizing clock is used to sample three phase voltage and current signals at both the ends of the transmission line over a moving window length of half cycle. The current signals are analyzed with Bior2.2 wavelet to obtain detail coefficients of single decompositions. Fault indices are calculated based on the sum of local and remote end detail coefficients, and compared with threshold values to detect and classify the faults. For estimation of fault location feed forward artificial neural networks are employed, which make use of third level approximate decompositions of the voltages and currents of local end obtained with Bior4.4 wavelet. Two types of neural networks are proposed, one for locating phase faults and the other for ground faults. The proposed algorithm is tested for different locations and types of faults as well as for various incidence angles and fault impedances. The algorithm is proved to be efficient and effective in detecting, classifying and locating faults.
Keywords :
Global Positioning System; fault location; neural nets; power engineering computing; power transmission lines; wavelet transforms; fault location; feed forward artificial neural network; global positioning system; synchronizing clock; third level approximate decomposition; transmission line; wavelet transform; Artificial neural networks; Clocks; Fault detection; Fault location; Signal analysis; Synchronization; Transmission lines; Voltage; Wavelet analysis; Wavelet transforms; Artificial Neural Network; Fault Index; Multi Resolution Analysis; Threshold; Transmission Line Protection; Wavelet Transforms;
Conference_Titel :
Power and Energy Conference, 2006. PECon '06. IEEE International
Conference_Location :
Putra Jaya
Print_ISBN :
1-4244-0273-5
Electronic_ISBN :
1-4244-0274-3
DOI :
10.1109/PECON.2006.346630