Title :
A Decision Tree and S-transform based approach for power quality disturbances classification
Author :
Rodriguez, Alex ; Merino, E. ; Aguado, Juan Gutierrez ; Lopez, J.J. ; Munoz, Felipe ; Martin, F.I. ; Munoz, J.
Author_Institution :
Electr. Eng. Dept., Univ. of Malaga, Malaga, Spain
Abstract :
In this paper, it is presented an automated classification based on S-transform as feature extraction tool and Decision Tree as algorithm classifier. The signals generated according to mathematical models, including complex disturbances, have been used to design and test this approach, where noise is added to the signals from 40dB to 20dB. Finally, several disturbances, simple and complex, have been considered to test the implemented system. Evaluation results verifying the accuracy of the proposed method are presented.
Keywords :
Fourier transforms; decision trees; feature extraction; power supply quality; signal classification; wavelet transforms; S-transform based approach; algorithm classifier; automated classification; complex disturbances; decision tree; feature extraction tool; power quality disturbances classification; Decision trees; Feature extraction; Harmonic analysis; Power quality; Time-frequency analysis; Transient analysis; Voltage fluctuations;
Conference_Titel :
Power Engineering, Energy and Electrical Drives (POWERENG), 2013 Fourth International Conference on
Conference_Location :
Istanbul
DOI :
10.1109/PowerEng.2013.6635763