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Fuzzy Control of Nonlinear Strict-Feedback Systems With Full-State Constraints: A New Barrier Function Approach

Xu Yuan, Bin Yang, Xuejun Pan, Xudong Zhao

2022IEEE Transactions on Fuzzy Systems22 citationsDOI

Abstract

This article is concerned with adaptive fuzzy control design of nonlinear strict-feedback systems, in which system functions are unknown and system states are subjected to some constant constraints. The main control issue is to design an adaptive fuzzy controller such that the system output follows the reference signal, meanwhile, all the state variables abide by their constrained requirements. Differing from the existing way to build barrier function, the constructed virtual control signal is employed to build the barrier function. Furthermore, a backstepping-based adaptive fuzzy control design process is presented in this article. Compared to the control schemes in the existing literature on full-state constrained systems, the current control scheme has the following advantages: 1) the built virtual control signals in this article are ensured to satisfy corresponding state constraints, rather than assuming that they do, as in the existing articles; 2) the choice of initial values is independent of the norm of the virtual control signal. So, the conservatism of initial value selection is considerably reduced. It is shown that the proposed adaptive fuzzy controller not only ensures perfect tracking performance, but also ensures that all the states abide by the preassigned state constraints during the operation. At last, simulation study further verifies the efficacy of the proposed control strategy.

Topics & Concepts

Control theory (sociology)BacksteppingFuzzy control systemFuzzy logicAdaptive controlComputer scienceController (irrigation)Nonlinear systemControl systemControl engineeringMathematical optimizationControl (management)MathematicsEngineeringArtificial intelligenceElectrical engineeringBiologyPhysicsQuantum mechanicsAgronomyAdaptive Control of Nonlinear SystemsFuzzy Logic and Control SystemsAdaptive Dynamic Programming Control
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