Adaptive Filter Bank Based on Independent Component Analysis for Harmonic, Inter-Harmonic and Sub-Harmonic Extraction

被引:0
|
作者
Carlos Antônio Rufino Júnior
Marcelo Antônio Alves Lima
Thais Martins Mendes
Henrique Luis Moreira Monteiro
Danton Diego Ferreira
机构
[1] Technische Hoschule Ingolstadt (THI),CARISSMA Institute of Electric, Connected and Secure Mobility (C
[2] Federal University of Juiz de Fora,ECOS)
[3] University Center of Lavras,Department of Electric Circuits
[4] Unilavras,Institute of Science, Technology and Innovation of Sāo Sebastiāo do Paraíso
[5] Federal University of Lavras,Department of Automatic
[6] Federal University of Lavras,undefined
来源
Circuits, Systems, and Signal Processing | 2022年 / 41卷
关键词
Harmonics; Inter-harmonics; Sub-harmonics; Independent Components Analysis; Filter bank;
D O I
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中图分类号
学科分类号
摘要
In the present work, an adaptive filter bank based on independent component analysis (ICA) for harmonic, inter-harmonic and sub-harmonic extraction from voltage signals is proposed. The first stage of the proposed method comprises in generating a multi-channel data representation by using a finite impulse response (FIR) filter bank. In the second stage, this multi-channel representation is presented to the ICA algorithm, which extracts the harmonic, sub-harmonic and inter-harmonic components from the monitored signal. The method was evaluated with three simulated cases, considering harmonics, inter-harmonics, sub-harmonics and voltage sag, and a real signal acquired from a 13.8 kV arc furnace corrupted by harmonics, supra-harmonics, flicker and sag. The influence of noise and disturbances, the size of the processing signal window and the computational complexity of the proposed method were investigated. The results showed that the method was able to extract the disturbance components present in the signal accurately and with lower computationally complexity in comparison with the classical ICA-based method.
引用
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页码:7077 / 7100
页数:23
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