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A Shunt Active Power Filter With Enhanced Performance Using ANN-Based Predictive and Adaptive Controllers.

Authors :
Bhattacharya, Avik
Chakraborty, Chandan
Source :
IEEE Transactions on Industrial Electronics; 02/01/2011, Vol. 58 Issue 2, p421-428, 8p
Publication Year :
2011

Abstract

This paper attempts to improve the dynamic performance of a shunt-type active power filter. The predictive and adaptive properties of artificial neural networks (ANNs) are used for fast estimation of the compensating current. The dynamics of the dc-link voltage is utilized in a predictive controller to generate the first estimate followed by convergence of the algorithm by an adaptive ANN (adaline) based network. Weights in adaline are tuned to minimize the total harmonic distortion of the source current. Extensive simulations and experimentations confirm the validity of the proposed scheme for all kinds of load (balanced and unbalanced) for a three-phase three-wire system. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
02780046
Volume :
58
Issue :
2
Database :
Complementary Index
Journal :
IEEE Transactions on Industrial Electronics
Publication Type :
Academic Journal
Accession number :
57330976
Full Text :
https://doi.org/10.1109/TIE.2010.2070770