Title :
Efficiency improvement for data-processing of partial discharge signals using parallel computing
Author :
Luo, Guomin ; Zhang, Daming
Author_Institution :
Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore, Singapore
Abstract :
Partial discharge (PD) plays a paramount role in determining system reliability. But noise is always a major limitation of PD measurement. Many research work shows that wavelet transform (WT) has a potential to extract PD pulse from noise environment. This procedure is usually realized in MATLAB environment which is time-consuming that cannot be applied in on-line PD data-processing. Parallel computing which processes data concurrently is often used in efficiency improvement. This paper analyzes the feasibilities of parallelism application in WT data-processing. For the same tasks, the operation time of MATLAB programs are more than ten times of the durations of C++ programs. Then the PD de-noising algorithm written in C++ environment is employed to test the practical contaminated PD signal. The solution of boundary distortion is also included. Besides a little difference between PD pulses which due to the level-dependent threshold, the de-noising results using parallelism is the same with sequential method. The operation time of one hundred thousand data points is 16milliseconds. This method is potential to be applied in on-line PD measurement.
Keywords :
electrical engineering computing; parallel processing; partial discharges; signal denoising; wavelet transforms; C++ programs; Matlab environment; PD data processing; PD denoising algorithm; PD measurement; PD pulse extraction; parallel computing; partial discharge signal processing; wavelet transform; Algorithm design and analysis; MATLAB; Noise reduction; Parallel processing; Partial discharge measurement; Partial discharges; Pollution measurement; noise reduction; on-line data processing; parallel computing; partial discharge; wavelet transform;
Conference_Titel :
Solid Dielectrics (ICSD), 2010 10th IEEE International Conference on
Conference_Location :
Potsdam
Print_ISBN :
978-1-4244-7945-0
Electronic_ISBN :
978-1-4244-7943-6
DOI :
10.1109/ICSD.2010.5568206