A novel method for power quality multiple disturbance decomposition based on Independent Component Analysis
Contribuinte(s) |
UNIVERSIDADE DE SÃO PAULO |
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Data(s) |
05/11/2013
05/11/2013
2012
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Resumo |
In this paper, a novel method for power quality signal decomposition is proposed based on Independent Component Analysis (ICA). This method aims to decompose the power system signal (voltage or current) into components that can provide more specific information about the different disturbances which are occurring simultaneously during a multiple disturbance situation. The ICA is originally a multichannel technique. However, the method proposes its use to blindly separate out disturbances existing in a single measured signal (single channel). Therefore, a preprocessing step for the ICA is proposed using a filter bank. The proposed method was applied to synthetic data, simulated data, as well as actual power system signals, showing a very good performance. A comparison with the decomposition provided by the Discrete Wavelet Transform shows that the proposed method presented better decoupling for the analyzed data. (C) 2012 Elsevier Ltd. All rights reserved. Conselho Nacional de Desenvolvimento Cientifico e Tecnologico (CNPq) CNPq (Conselho Nacional de Desenvolvimento Cientifico e Tecnologico) Coordenacao de Aperfeicoamento de Pessoal de Nivel Superior (CAPES) CAPES (Coordenacao de Aperfeicoamento de Pessoal de Nivel Superior) Fundacao de Amparo a Pesquisa do Estado de Minas Gerais (FAPEMIG) FAPEMIG (Fundacao de Amparo a Pesquisa do Estado de Minas Gerais) |
Identificador |
INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, OXFORD, v. 42, n. 1, pp. 593-604, NOV, 2012 0142-0615 http://www.producao.usp.br/handle/BDPI/41005 10.1016/j.ijepes.2012.05.004 |
Idioma(s) |
eng |
Publicador |
ELSEVIER SCI LTD OXFORD |
Relação |
INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS |
Direitos |
restrictedAccess Copyright ELSEVIER SCI LTD |
Palavras-Chave | #BLIND SOURCE SEPARATION (BSS) #INDEPENDENT COMPONENT ANALYSIS (ICA) #MULTIPLE DISTURBANCE #POWER QUALITY #SINGLE-CHANNEL SIGNAL ANALYSIS #SOURCE SEPARATION #CLASSIFICATION #NETWORKS #ENGINEERING, ELECTRICAL & ELECTRONIC |
Tipo |
article original article publishedVersion |