Title :
An experimental neural controller implementing a VSC for a DC/DC PWM converter with power factor corrector
Author :
Carrasco, J.M. ; Quero, J.M. ; Ridao, F.P. ; Perales, M.A. ; Franquelo, L.G.
Author_Institution :
Univ. de Sevilla, Spain
Abstract :
An experimental neural controller implementing a variable structure control (VSC) algorithm is proposed for a power factor corrector. VSC control laws yield fast response and a robust behavior against large parameters variations. A multilayer perceptron learns through backpropagation to approximate the desired control function. An simple analog electronic realization of this neural network using discrete operational amplifiers is proposed. This implementation possesses all the good properties of sliding mode while avoiding the unnecessary discontinuities of the control input and thus eliminating chattering. A simple analog electronic implementation of this controller is proposed. Experimental results are summarized confirming the validity of the neural network approach
Keywords :
DC-DC power convertors; PWM power convertors; backpropagation; field effect transistor switches; harmonic distortion; multilayer perceptrons; neurocontrollers; power MOSFET; power factor correction; power field effect transistors; power semiconductor switches; power system harmonics; robust control; variable structure systems; voltage control; DC/DC PWM converter; backpropagation learning; chattering elimination; fast response; multilayer perceptron; neural controller; output voltage ripple; parameter variations; power MOSFET switches; power factor corrector; robust behavior; variable structure voltage control; Control systems; Electric variables control; Multilayer perceptrons; Neural networks; Power conversion; Pulse width modulation converters; Reactive power; Sliding mode control; State-space methods; Vectors;
Conference_Titel :
Power Electronics Specialists Conference, 1996. PESC '96 Record., 27th Annual IEEE
Conference_Location :
Baveno
Print_ISBN :
0-7803-3500-7
DOI :
10.1109/PESC.1996.548778