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Locally Expanded Constraint-Boundary-Based Adaptive Composite Control of a Constrained Nonlinear System With Time-Varying Actuator Fault

Fang Wang, Xiaoxian Xie, Chao Zhou

2023IEEE Transactions on Fuzzy Systems11 citationsDOI

Abstract

In this article, an adaptive composite tracking control strategy is proposed for a class of nonlinear systems with asymmetric time-varying state constraints and time-varying actuator faults. Based on the idea of fuzzy logic system, a fuzzy-logic-based-membership function is constructed to realize the local expanded constraint boundary. The state constraint problem is solved by constructing a transformation function, which can avoid feasibility conditions of the barrier Lyapunov function. At the same time, as the reference command is slightly beyond the border, the output can still track the reference command via locally expanding the constraint boundary. In addition, the boundaries of other states can be expanded automatically. The unknown nonlinear functions are solved by the radial basis function neural network, and time-varying actuator faults are handled by an adaptive technique. Then, a backstepping-method-based control scheme is proposed, which ensures that the output track, the out-of-bound reference command, and the constraints of remaining states can also be expanded. In the framework of Lyapunov theory, it is proven that the closed-loop system can eventually be bounded stable, and the tracking error converges to an arbitrarily small vicinity of zero. At the end, simulation results are given to show the validity of the proposed control scheme.

Topics & Concepts

Control theory (sociology)BacksteppingBoundary (topology)Nonlinear systemActuatorLyapunov functionConstraint (computer-aided design)Computer scienceFuzzy logicAdaptive controlBounded functionMathematicsArtificial intelligenceControl (management)PhysicsGeometryMathematical analysisQuantum mechanicsAdaptive Control of Nonlinear SystemsAdvanced Control Systems OptimizationAdaptive Dynamic Programming Control
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