Title :
Control of a class of non-linear uncertain chaotic systems via an optimal Type-2 fuzzy proportional integral derivative controller
Author :
Khooban, Mohammad Hassan ; Alfi, A. ; Abadi, Davood Nazari Maryam
Author_Institution :
Dept. of Electr. Eng., Islamic Azad Univ. of Iran, Garmsar, Iran
Abstract :
This study deals with the problem of controlling a class of uncertain non-linear systems in the presence of external disturbances. To achieve this goal, a novel optimal Type-2 fuzzy proportional integral derivative (OT2FPID) controller is introduced. In the proposed controller, a novel heuristic algorithm namely particle swarm optimisation with random inertia weight (RNW-PSO) is employed. To achieve an optimal performance, the parameters of the proposed controller as well as the input and output membership functions are optimised simultaneously by RNW-PSO. To evaluate the performance of the proposed controller, the results are compared with those obtained by optimal H∞ adaptive proportional integral derivative controller, which is the latest research in the problem in hand. Simulation results show the effectiveness of the OT2FPID controller.
Keywords :
H∞ control; chaos; fuzzy control; nonlinear control systems; particle swarm optimisation; three-term control; uncertain systems; OT2FPID controller; RNW-PSO; external disturbances; heuristic algorithm; input membership function; nonlinear uncertain chaotic systems; optimal H∞ adaptive proportional integral derivative controller; optimal type-2 fuzzy proportional integral derivative controller; output membership function; particle swarm optimisation; random inertia weight;
Journal_Title :
Science, Measurement & Technology, IET
DOI :
10.1049/iet-smt.2012.0092