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