Title :
A novel LS-SVM generalized inverse control of three-phase active power filter based on improved adaptive harmonic detection
Author :
Shao, Zhenhua ; Chen, Chong ; Huang, Yanwei
Author_Institution :
Dept. of Electr. Eng. & Autom., Fuzhou Univ., Fuzhou, China
Abstract :
Aiming at the problem that the traditional control has a limited control bandwidth and delays in digital implementation, a novel generalized inverse control of three-phase active power filter is studied in this paper. And the generalized inverse system can be approximated by LS-SVM due to the fast operational speed of LS-SVM. On the other hand, since the traditional algorithm has slow convergence rate and that the adaptive method with LPF has the drawback of slow dynamic response; an improved adaptive method for harmonic detecting based on integrated mean value is researched in this paper. In order to have a good linearization control effect, the generalized pseudo-linear system can be obtained by internal model and the generalized inverse system. At last, the simulation results show that a good steady-state performance and a rapid transient response can be obtained under the improved method.
Keywords :
active filters; harmonic analysis; least squares approximations; linearisation techniques; power harmonic filters; rectifying circuits; support vector machines; transient response; LPF; LS-SVM; adaptive harmonic detection; generalized inverse control; generalized pseudolinear system; three-phase active power filter; transient response; Indexes; Active Power Filter (APF); LS-SVM; adaptive harmonic detection; generalized inverse control; internal model control;
Conference_Titel :
Computer, Mechatronics, Control and Electronic Engineering (CMCE), 2010 International Conference on
Conference_Location :
Changchun
Print_ISBN :
978-1-4244-7957-3
DOI :
10.1109/CMCE.2010.5610101