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Robust Fuzzy Adaptive Tracking Control for Nonaffine Stochastic Nonlinear Switching Systems.
IEEE Transactions on Cybernetics
|July 11, 2018
Summary
This study introduces a novel control method for nonaffine stochastic nonlinear switched systems, ensuring trajectory tracking. Fuzzy logic and adaptive control guarantee system stability and accurate output convergence.
Area of Science:
- Control Systems Engineering
- Nonlinear Dynamics
- Stochastic Systems
Background:
- Nonaffine stochastic nonlinear switched systems present significant control challenges due to their complex dynamics and arbitrary switching.
- Existing control methods often struggle with nonlower triangular structures and completely nonaffine forms.
Purpose of the Study:
- To develop a robust trajectory tracking controller for nonaffine stochastic nonlinear switched systems.
- To address systems with nonlower triangular structures and unknown nonlinearities.
Main Methods:
- Fuzzy systems are utilized to approximate unknown nonlinearities.
- Backstepping and robust adaptive control techniques are combined with a common Lyapunov function approach.
- Lyapunov stability theory is employed to ensure system stability.
Main Results:
- The proposed controller guarantees semiglobal uniform ultimate boundedness in the fourth moment for all closed-loop signals.
- System output converges to a small neighborhood of the desired trajectory.
- The method effectively handles completely nonaffine forms and nonlower triangular structures.
Conclusions:
- The developed fuzzy adaptive control strategy provides a robust solution for trajectory tracking in challenging nonlinear switched systems.
- This approach overcomes limitations of previous methods by accommodating nonaffine and nonlower triangular system characteristics.
- The effectiveness of the control method is validated through simulation results.
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