Title :
Improved PSO Algorithm-Based Online Optimization Design for ADRC Controller
Author :
Guo-dong, Zhou ; Dun-li, Zhang
Author_Institution :
Mech. & Electr. Eng. Dept., Hunan Radio & TV Univ., Changsha, China
Abstract :
This paper deals with the ADRC controller design. Aiming at its three main parameters related to interference rejection, a PSO algorithm-based on-line optimization method is proposed. In order to raise the efficiency of on-line optimization, two improvements are applied in the PSO algorithm, one is using the threshold of system error to trigger the PSO algorithm, and the other is using the Pareto elitism strategy in the PSO algorithm. The simulation results show that the proposed PSO-based ADRC controller has strong robustness and adaptability for the systems with large time delay and strong interference.
Keywords :
control system synthesis; nonlinear control systems; particle swarm optimisation; three-term control; ADRC controller design; PSO algorithm based online optimization design; Pareto elitism strategy; active disturbance rejection controller; nonlinear PID controller; system error; Algorithm design and analysis; Computational modeling; Heuristic algorithms; Interference; Optimization; Particle swarm optimization; Real-time systems; Delay systems system; Particle Swarm Optimization (PSO); Strong interference system; active disturbances rejection control (ADRC);
Conference_Titel :
Computer Science & Service System (CSSS), 2012 International Conference on
Conference_Location :
Nanjing
Print_ISBN :
978-1-4673-0721-5
DOI :
10.1109/CSSS.2012.448