DocumentCode :
2224145
Title :
HOS-based method for power quality event classification
Author :
Ferreira, Danton D. ; Cerqueira, Augusto S. ; Ribeiro, Moises V. ; Duque, Carlos A.
Author_Institution :
Electr. Eng. Dept., UFJF, Juiz de Fora, Brazil
fYear :
2006
fDate :
4-8 Sept. 2006
Firstpage :
1
Lastpage :
5
Abstract :
This paper presents a novel method for classification of power quality events in voltage signals which makes use of higher order statistics based technique for extracting a reduced and representative event signature vector. The signature vectors composed of samples from the diagonal slices of the second and forth order cummulants, which are selected with Fisher´s discriminant ratio (FDR), provide enough separability among classification regions resulting in classification rate as high as 100% if the voltage signals are corrupted by the presence of isolated events. A comparison performance among the proposed method and two other ones found on the literature is provided and reveals that the proposed method not only achieve a good performance, but it also surpass the performance of previous techniques.
Keywords :
higher order statistics; power supply quality; vectors; FDR; Fisher discriminant ratio; HOS-based method; event signature vector; forth order cumulants; higher order statistics based technique; power quality event classification; second order cumulants; voltage signals; Abstracts; Artificial neural networks; Feature extraction; Harmonic analysis; Performance evaluation; Training; Welding;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing Conference, 2006 14th European
Conference_Location :
Florence
ISSN :
2219-5491
Type :
conf
Filename :
7071590
Link To Document :
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