Title :
Comparison of Differential Evolution and Particle Swarm Optimization for the optimization of a PI cascade control
Author :
Zielinski, Karin ; Joost, Matthias ; Laur, Rainer ; Orlik, Bernd
Author_Institution :
Inst. for Electromagn. Theor. & Microelectron. (ITEM), Univ. of Bremen, Bremen
Abstract :
PI cascade controllers are often used in control applications due to their simplicity. Because of uncertain and varying system parameters, a robust control is needed. However, known methods to generate robust controllers often lead to complicated control structures. Unfortunately, there are no analytical solutions to generate robust controllers with a fixed simple structure like the PI cascade. Therefore, easy-to-use optimization algorithms are needed. In this paper it is shown that for a practical approach using recommended parameter settings from literature both Differential Evolution and Particle Swarm Optimization can be used for the optimization of a PI cascade control. A performance comparison shows similar results, so both of them are useful to field engineers who apply optimization algorithms to real-world problems and are often inexperienced concerning optimization.
Keywords :
PI control; cascade control; evolutionary computation; particle swarm optimisation; robust control; uncertain systems; PI cascade control; differential evolution; particle swarm optimization; robust control; uncertain system parameters; varying system parameters; Chromium; Evolutionary computation; Gears; Particle swarm optimization; Shafts;
Conference_Titel :
Evolutionary Computation, 2008. CEC 2008. (IEEE World Congress on Computational Intelligence). IEEE Congress on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4244-1822-0
Electronic_ISBN :
978-1-4244-1823-7
DOI :
10.1109/CEC.2008.4631219