Title :
Hybrid fuzzy proportional-integral plus conventional derivative control of linear and nonlinear systems
Author :
Er, Meng Joo ; Sun, Ya Lei
Author_Institution :
Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore
fDate :
12/1/2001 12:00:00 AM
Abstract :
This paper presents a new approach toward the optimal design of a hybrid proportional-integral-derivative (PID) controller applicable for controlling linear as well as nonlinear systems using genetic algorithms (GAs). The proposed hybrid PID controller is derived by replacing the conventional PI controller by a two-input normalized linear fuzzy logic controller (FLC) and executing the conventional D controller in an incremental form. The salient features of the proposed controller are as follows: (1) the linearly defined FLC can generate nonlinear output so that high nonlinearities of complex systems can be handled; (2) only one well-defined linear fuzzy control space is required for both linear and nonlinear systems; (3) optimal tuning of the controller gains is carried out by using a GA; and (4) it is simple and easy to implement. Simulation results on a temperature control system (linear system) and a missile model (nonlinear system) demonstrate the effectiveness and robustness of the proposed controller
Keywords :
control system analysis; fuzzy control; genetic algorithms; large-scale systems; linear systems; nonlinear control systems; optimal control; three-term control; complex systems; control design; control simulation; genetic algorithms; hybrid PID controller optimal design; linear fuzzy control space; linear systems; missile model; nonlinear systems; optimal controller gains tuning; proportional-integral-derivative controller; robustness; temperature control system; two-input normalized linear fuzzy logic controller; Algorithm design and analysis; Control nonlinearities; Control systems; Nonlinear control systems; Nonlinear systems; Optimal control; Pi control; Proportional control; Temperature control; Three-term control;
Journal_Title :
Industrial Electronics, IEEE Transactions on