Title :
Estimation of harmonics and interharmonics based on Single Channel Independent Component Analysis
Author :
Lima, Marcelo A. A. ; Cerqueira, A.S. ; Duque, C.A. ; de Oliveira, E.J.
Author_Institution :
Dept. of Electr. Circuits, Fed. Univ. of Juiz de Fora, Juiz de Fora, Brazil
Abstract :
The Discrete Fourier Transform (DFT) is one of the most used tools for spectral analysis. However, the DFT-based harmonic estimation is inaccurate when the power system frequency deviates from its nominal value. Also, an interharmonic may be not distinguishable when the DFT frequency resolution does not match the interharmonic frequency. This paper proposes the application of Single Channel Independent Component Analysis (SCICA) to blindly estimate harmonics and interharmonics of a power system signal. The SCICA operation is equivalent to an adaptive linear filter bank which can blindly separate the harmonics and interharmonics of the signal. It will be shown that the SCICA algorithm obtains more accurate results for estimation of arbitrary harmonic and interharmonic frequencies than the DFT.
Keywords :
adaptive filters; discrete Fourier transforms; independent component analysis; power harmonic filters; DFT frequency resolution; DFT-based harmonic estimation; SCICA algorithm; adaptive linear filter bank; discrete Fourier transform; interharmonic frequency; interharmonics estimation; power system frequency; power system signal; single channel independent component analysis; spectral analysis; Discrete Fourier transforms; Estimation; Frequency estimation; Harmonic analysis; Power system harmonics; Vectors;
Conference_Titel :
Harmonics and Quality of Power (ICHQP), 2014 IEEE 16th International Conference on
Conference_Location :
Bucharest
DOI :
10.1109/ICHQP.2014.6842800