DocumentCode :
621546
Title :
Classification of power quality disturbances using wavelet transform and K-nearest neighbor classifier
Author :
Khoa, Ngo Minh ; Viet, Dinh Thanh ; Hieu, Nguyen Huu
Author_Institution :
Department of Technique & Technology, Quy Nhon University, Quy Nhon, Viet Nam
fYear :
2013
fDate :
28-31 May 2013
Firstpage :
1
Lastpage :
4
Abstract :
This paper proposes a new method to classify power quality disturbances using wavelet transform and K-nearest neighbor classifier. New features of power quality disturbances are extracted from discrete wavelet transform then using K-nearest neighbor classifier to classify these disturbances according to the features. Block diagram of the proposed method has been shown in this paper. Performance of the proposed method is trained and verified with power quality disturbances generated by Matlab software. The classification accuracy for these disturbances has been presented and shows that the proposed method is doing well in classifying these types of power quality disturbances.
Keywords :
Discrete wavelet transforms; Feature extraction; Harmonic analysis; Power quality; Voltage fluctuations; Classification; Disturbance; K-Nearest neighbor; Power quality; Wavelet transform;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Industrial Electronics (ISIE), 2013 IEEE International Symposium on
Conference_Location :
Taipei, Taiwan
ISSN :
2163-5137
Print_ISBN :
978-1-4673-5194-2
Type :
conf
DOI :
10.1109/ISIE.2013.6563601
Filename :
6563601
Link To Document :
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