Title :
Comparison between PCA and WT filtering methods for lightning stroke classification on transmission lines: Lightning stroke classification for protection relay
Author :
Morales, Javier ; Orduna, E. ; Rehtanz, Christian ; Cabral, Roberto J. ; Bretas, Arturo S.
Author_Institution :
Electr. Energy Inst., Univ. Nac. de San Juan, San Juan, Argentina
Abstract :
In this paper, a comparative study of the advantages and disadvantages of Principal Component Analysis (PCA) and Wavelet Transform (WT) based methods combined with a Artificial Neural Network (ANN) classifier for the lightning stroke classification is presented. Results show that both techniques present an acceptable performance. However, PCA technique presents some advantages with respect to the Wavelet Transform technique.
Keywords :
lightning protection; power transmission lines; principal component analysis; relay protection; wavelet transforms; PCA; WT filtering methods; artificial neural network; lightning stroke classification; principal component analysis; protection relay; transmission lines; wavelet transform; Lightning; Multiresolution analysis; Power systems; Principal component analysis; Wavelet transforms; mother function; operation time; patterns extraction; principal component;
Conference_Titel :
Lightning Protection (XII SIPDA), 2013 International Symposium on
Conference_Location :
Belo Horizonte
Print_ISBN :
978-1-4799-1343-5
DOI :
10.1109/SIPDA.2013.6729231