Title :
Sufficient conditions for absolute stability and optimization using Genetic Algorithms of specific class Mamdani Fuzzy Logic State Variable Controllers
Author :
Jakub, Osmic ; Naser, Prljaca ; Zenan, Sehic
Author_Institution :
Fac. of Electr. Eng., Tuzla Univ., Tuzla
Abstract :
This paper has proposed a specific class of multiple input single output (MISO) Mamdani fuzzy logic state variable controllers (FLSVC) with triangle input membership functions, output membership functions with the same area, product fuzzy AND operator, sum fuzzy OR operator and centroid of area defuzzifier for control of stable Single Input Multiple Output (SIMO) linear time invariant systems. The proposed FLSVC in fact represents memoryless, nonlinear, locally Lipschitz mapping between its inputs and its output. According to the multivariable circle criterion for absolute stability, nonlinear part of the system must satisfy the sector condition. In this paper necessary and sufficient conditions have been determined, which must satisfy FLSVC parameters in order for the memoryless function represented by FLSVC to satisfy the sector condition. Subsequently, using the multivariable circle criterion, the sufficient conditions for absolute stability of feedback connected linear system and FLSVC have been determined. Based on the results achieved, an optimization method for both parameters and FLSVC decision rules has been proposed using genetic algorithms (GA).
Keywords :
absolute stability; feedback; fuzzy control; genetic algorithms; linear systems; multivariable control systems; nonlinear control systems; absolute stability; centroid of area defuzzifier; genetic algorithms; memoryless nonlinear locally Lipschitz mapping; multiple input single output Mamdani fuzzy logic state variable controllers; multivariable circle criterion; optimization; output membership functions; product fuzzy AND operator; single input multiple output linear time invariant systems; sum fuzzy OR operator; triangle input membership functions; Control systems; Feedback; Fuzzy control; Fuzzy logic; Fuzzy systems; Genetic algorithms; Linear systems; Stability criteria; Sufficient conditions; Time invariant systems; Absolute stability; Fuzzy control; Givens rotation; Multivariable circle criterion; Optimization;
Conference_Titel :
Control Conference, 2008. CCC 2008. 27th Chinese
Conference_Location :
Kunming
Print_ISBN :
978-7-900719-70-6
Electronic_ISBN :
978-7-900719-70-6
DOI :
10.1109/CHICC.2008.4605708