Title :
Real Coded Genetic Algorithm Compared to the Classical Method of Fast Fourier Transform in Harmonics Analysis
Author :
Zamanan, Naser ; Sykulski, Jan K. ; Al-Othman, A.K.
Author_Institution :
Southampton Univ.
Abstract :
Harmonics in voltages and currents comes from the daily equipments used in homes, industrial facility and offices. Any devices with non-linear characteristics may be injecting back harmful harmonic currents and voltages into the electrical system. Power quality has become a factor in our life and harmonics may affect the whole electrical environment and it can further degrade the power quality. In order to design harmonic filters to maintain power quality, the evaluation of harmonic distortion should provide an accurate measure of power system harmonics and exact characteristics of the voltage and current waveforms. This paper presents an enhanced measurement scheme for identification and tracking of harmonics in power system. The proposed technique is not limited to stationary waveforms, but can also estimate harmonics in waveforms with time-varying amplitudes. The paper compares the results obtained from fast Fourier transform with results obtained by real coded genetic algorithm (RCGA), which is a technique for optimization inspired by genetics and natural evolution. The algorithm was tested using simulated data. The effects of sampling rate studied. Results are reported and discussed
Keywords :
genetic algorithms; harmonic analysis; power harmonic filters; power supply quality; power system harmonics; power system identification; power system measurement; RCGA; classical fast Fourier transform; harmonic current injection; harmonic distortion; harmonic filters; harmonic voltage injection; harmonics analysis; natural evolution; nonlinear characteristics; optimization; power quality; power system harmonics measurement; real coded genetic algorithm; time-varying amplitudes; Distortion measurement; Fast Fourier transforms; Genetic algorithms; Harmonic analysis; Industrial plants; Power harmonic filters; Power measurement; Power quality; Power system harmonics; Voltage;
Conference_Titel :
Universities Power Engineering Conference, 2006. UPEC '06. Proceedings of the 41st International
Conference_Location :
Newcastle-upon-Tyne
Print_ISBN :
978-186135-342-9
DOI :
10.1109/UPEC.2006.367633