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

被引:0
|
作者
Rufino Junior, Carlos Antonio [1 ]
Alves Lima, Marcelo Antonio [2 ]
Mendes, Thais Martins [3 ]
Moreira Monteiro, Henrique Luis [4 ]
Ferreira, Danton Diego [5 ]
机构
[1] Tech Hoschule Ingolstadt MI, CARISSMA Inst Elect Connected & Secure Mobil C EC, Esplanade 10, D-85049 Ingolstadt, Bayern, Germany
[2] Univ Fed Juiz de Fora, Dept Elect Circuits, Campus Univ,St Jose Lourenco Kelmer S-N, BR-36036900 Juiz De Fora, MG, Brazil
[3] Unilavras, Univ Ctr Lavras, St Padre Jose Poggel 506, BR-37203593 Lavras, MG, Brazil
[4] Univ Fed Lavras, Inst Sci Technol & Innovat Sao Sebastilo Paraiso, St Antonio Carlos Pinheiro Alcantara 855, BR-37950000 Sebastiao Do Paraiso, MG, Brazil
[5] Univ Fed Lavras, Dept Automat, Campus Univ, BR-37200900 Lavras, MG, Brazil
关键词
Harmonics; Inter-harmonics; Sub-harmonics; Independent Components Analysis; Filter bank; FREQUENCY ESTIMATION; SYSTEM; SEPARATION; SINGLE;
D O I
10.1007/s00034-022-02114-3
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
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
收藏
页码:7077 / 7100
页数:24
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