Title :
An ICA-based method for adaptive decomposition of multiple PQ disturbances
Author :
Coury, Denis V. ; Lima, Marcelo A A ; Cerqueira, Augusto S.
Author_Institution :
Dept. of Electr. Eng. at Eng. Sch. of Sao Carlos, Univ. of Sao Paulo, Sao Paulo, Brazil
Abstract :
This paper proposes a method for adaptive decomposition of Multiple Power Quality Disturbances based on Independent Component Analysis. This method aims to decompose power system signals (voltage or current) into their isolated disturbances when a multiple disturbance situation occurs, providing more specific information about the different disturbances which occur simultaneously. This work proposes a methodology for the Independent Component Analysis application when only a single measured signal is available (single channel). Also, it presents a procedure based on the Least Mean Square algorithm to recover the scales of the independent component estimations. Besides this, it shows that the proposed method is an adaptive filter bank that blindly separate out spectrally distinct independent disturbances.
Keywords :
independent component analysis; least mean squares methods; power supply quality; ICA-based method; adaptive decomposition; independent component analysis; independent disturbances; least mean square algorithm; multiple PQ disturbances; multiple power quality disturbances; Estimation; Harmonic analysis; Transient analysis; Adaptive Decomposition; Independent Component Analysis; Multiple Disturbance; Power Quality;
Conference_Titel :
Harmonics and Quality of Power (ICHQP), 2012 IEEE 15th International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4673-1944-7
DOI :
10.1109/ICHQP.2012.6381235