Adaptive fuzzy tracking control for underactuated surface vessels with unmodeled dynamics and input saturation
Yingjie Deng1, Xianku Zhang1, Namkyun Im2
1Navigation College, Dalian Maritime University, Dalian, China.
ISA Transactions
|May 17, 2020
Summary
This study introduces an adaptive fuzzy control scheme for underactuated surface vessels (USVs) facing complex dynamics and input limits. The method ensures stable tracking control despite uncertainties and disturbances.
Area of Science:
- Robotics and Control Systems
- Marine Engineering
- Applied Mathematics
Background:
- Underactuated Surface Vessels (USVs) present significant control challenges due to their complex dynamics, including off-diagonal inertial matrices and unmodeled dynamics.
- Input saturation and external disturbances further complicate precise tracking control for USVs.
- Existing control strategies often struggle to effectively address these combined uncertainties.
Purpose of the Study:
- To develop an adaptive fuzzy state-feedback control scheme for underactuated surface vessels (USVs).
- To effectively manage uncertainties arising from unmodeled dynamics and input saturation.
- To ensure robust tracking control performance despite an off-diagonal inertial matrix.
Main Methods:
- An improved USV model incorporating dynamic disturbances from unmodeled dynamics was established.
- A backstepping approach was employed, releasing the off-diagonal inertial matrix by restructuring the kinematic loop.
- Adaptive fuzzy logic systems (FLSs) with minimum learning parameters (MLPs) addressed uncertainties, while K∞ and Gauss error functions compensated for disturbances and input saturation.
Main Results:
- The proposed adaptive fuzzy control scheme demonstrated effective compensation for unmodeled dynamics and input saturation.
- The restructured tracking error allocation successfully addressed the underactuation problem.
- The small-gain theorem confirmed the ultimate boundedness of the closed-loop system, validated by simulation.
Conclusions:
- The developed adaptive fuzzy state-feedback control scheme provides a robust solution for tracking control of USVs with complex dynamics.
- The integration of FLSs, backstepping, and specific compensation functions effectively handles system uncertainties and constraints.
- Simulation results validate the proposed method's effectiveness in achieving stable and accurate trajectory tracking.
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