Title :
SoPC-Based Adaptive PID Control System Design for Magnetic Levitation System
Author :
Lin, Chih-Min ; Lin, Ming-Hung ; Chen, Chun-Wen
Author_Institution :
Dept. of Electr. Eng., Yuan Ze Univ., Chungli, Taiwan
fDate :
6/1/2011 12:00:00 AM
Abstract :
This paper develops an adaptive proportional-integral-derivative (APID) control system to deal with the metallic sphere position control of a magnetic levitation system (MLS), which is an intricate and highly nonlinear system. The proposed control system consists of an adaptive PID controller and a fuzzy compensation controller. The adaptive PID controller is a main tracking controller, and the parameters of the adaptive PID controller are online tuned by the derived adaptation laws. In this design, the particle swarm optimization (PSO) technology is adopted to search the optimal learning-rates of the adaptive PID controller to increase the learning speed. The design of the fuzzy compensation controller can guarantee the stability of the control system. Since system-on-programmable-chip (SoPC) has several benefits including low cost, high speed, and small volume, the developed control scheme is implemented in the SoPC-based hardware. Finally, simulation and experimental results of the magnetic levitation system have been performed to verify the effectiveness of the proposed control scheme.
Keywords :
adaptive control; control system synthesis; fuzzy control; magnetic levitation; nonlinear control systems; particle swarm optimisation; position control; system-on-chip; three-term control; SoPC-based adaptive PID control system design; adaptive proportional-integral-derivative control system; fuzzy compensation controller; magnetic levitation system; metallic sphere position control; nonlinear system; optimal learning rates; particle swarm optimization; system-on-programmable-chip; tracking controller; Adaptation model; Adaptive systems; Approximation error; Control systems; Genetic algorithms; Magnetic levitation; Stability analysis; Adaptive PID controller; magnetic levitation system (MLS); particle swarm optimization (PSO); system on programmable chip (SoPC);
Journal_Title :
Systems Journal, IEEE
DOI :
10.1109/JSYST.2011.2134530