DocumentCode :
1126875
Title :
Finite-Dimensional Constrained Fuzzy Control for a Class of Nonlinear Distributed Process Systems
Author :
Wu, Huai-Ning ; Li, Han-Xiong
Author_Institution :
Beihang Univ., Beijing
Volume :
37
Issue :
5
fYear :
2007
Firstpage :
1422
Lastpage :
1430
Abstract :
This correspondence studies the problem of finite-dimensional constrained fuzzy control for a class of systems described by nonlinear parabolic partial differential equations (PDEs). Initially, Galerkin´s method is applied to the PDE system to derive a nonlinear ordinary differential equation (ODE) system that accurately describes the dynamics of the dominant (slow) modes of the PDE system. Subsequently, a systematic modeling procedure is given to construct exactly a Takagi-Sugeno (T-S) fuzzy model for the finite-dimensional ODE system under state constraints. Then, based on the T-S fuzzy model, a sufficient condition for the existence of a stabilizing fuzzy controller is derived, which guarantees that the state constraints are satisfied and provides an upper bound on the quadratic performance function for the finite-dimensional slow system. The resulting fuzzy controllers can also guarantee the exponential stability of the closed-loop PDE system. Moreover, a local optimization algorithm based on the linear matrix inequalities is proposed to compute the feedback gain matrices of a suboptimal fuzzy controller in the sense of minimizing the quadratic performance bound. Finally, the proposed design method is applied to the control of the temperature profile of a catalytic rod.
Keywords :
Galerkin method; closed loop systems; distributed control; feedback; fuzzy control; linear matrix inequalities; multidimensional systems; nonlinear control systems; optimisation; partial differential equations; Galerkin method; Takagi Sugeno fuzzy model; closed loop PDE system; feedback gain matrices; finite dimensional constrained fuzzy control; linear matrix inequalities; nonlinear distributed process systems; nonlinear ordinary differential equation; nonlinear parabolic partial differential equations; optimization algorithm; Differential equations; Fuzzy control; Fuzzy systems; Linear matrix inequalities; Moment methods; Nonlinear dynamical systems; Partial differential equations; Sufficient conditions; Takagi-Sugeno model; Upper bound; Distributed parameter systems; Galerkin´s method; fuzzy control; linear matrix inequality (LMI); optimal control; state constraints; Algorithms; Artificial Intelligence; Computer Simulation; Feedback; Fuzzy Logic; Models, Theoretical; Nonlinear Dynamics; Pattern Recognition, Automated;
fLanguage :
English
Journal_Title :
Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on
Publisher :
ieee
ISSN :
1083-4419
Type :
jour
DOI :
10.1109/TSMCB.2007.904026
Filename :
4305296
Link To Document :
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