Title :
On-line genetic design of anti-windup unstructured controllers for electric drives with variable load
Author :
Cupertino, Francesco ; Mininno, Ernesto ; Naso, David ; Turchiano, Biagio ; Salvatore, Luigi
Author_Institution :
Dipt. di Elettrotecnica. ed Elettronica, Politecnico di Bari, Italy
Abstract :
In this paper, we describe an evolutionary design procedure for discrete-time anti-windup controller for electrical drives. Using a genetic algorithm devised to test and compare controllers of different orders, we search for the discrete anti-windup controller achieving the optimal compromise of weighted cost and performance indices. The search is performed on-line, on the physical hardware, by continuously downloading and testing new solutions on a microprocessor running the control algorithms in real time. The controller obtained through genetic search significantly outperforms alternative schemes obtained with conventional design techniques.
Keywords :
DC motor drives; control system CAD; discrete time systems; electric drives; genetic algorithms; linear systems; machine control; microcontrollers; nonlinear control systems; programmable controllers; real-time systems; antiwindup unstructured controllers; discrete-time controller; electric drives; online genetic design; Drives; Electric variables control; Genetic algorithms; Hardware; Microprocessors; Optimal control; Performance evaluation; Testing; Three-term control; Uncertainty; Anti-windup controller; circuit design; evolutionary design; genetic algorithm;
Journal_Title :
Evolutionary Computation, IEEE Transactions on
DOI :
10.1109/TEVC.2004.827823