Adaptive Robust Output Feedback Control for a Marine Dynamic Positioning System Based on a High-Gain Observer
This study introduces an adaptive robust control for ships, enabling precise navigation even with unknown ship dynamics and environmental disturbances. The novel method uses only position and heading data for accurate dynamic positioning (DP).
Area of Science:
- Marine Engineering and Control Systems
- Robotics and Autonomous Systems
- Naval Architecture
Background:
- Dynamic positioning (DP) systems are crucial for marine vessels, but traditional controllers struggle with unknown ship dynamics, unavailable velocity measurements, and unpredictable environmental disturbances.
- Existing DP controllers often require precise knowledge of the ship's dynamic parameters and external forces, limiting their applicability in real-world scenarios.
- Velocity estimation is a significant challenge in DP, as direct measurement is often impractical or unavailable.
Purpose of the Study:
- To develop an adaptive robust output feedback control scheme for dynamically positioned ships.
- To address challenges posed by unavailable velocities, unknown dynamic parameters, and unknown time-variant disturbances.
- To design a controller that relies solely on measurable outputs (position and heading) without prior knowledge of ship dynamics or environmental conditions.
Main Methods:
- A vectorial backstepping method is employed, integrating a high-gain observer and radial basis function (RBF) neural networks.
- The high-gain observer estimates the ship's position, heading, and velocities from available measurements.
- RBF neural networks are utilized to approximate unknown ship dynamics, while adaptive laws with a leakage term estimate RBF weights and disturbance bounds.
Main Results:
- The proposed output feedback controller successfully estimates unavailable velocities and compensates for unknown ship dynamics and environmental disturbances.
- Theoretical analysis using Lyapunov functions proves that the controller ensures all signals in the closed-loop system are uniformly ultimately bounded.
- Simulations demonstrate that the controller can guide the ship's position and heading to an arbitrarily small neighborhood of the desired target values.
Conclusions:
- The developed adaptive robust output feedback control scheme effectively achieves precise dynamic positioning for ships under uncertain conditions.
- The controller's reliance solely on position and heading measurements, without requiring prior knowledge of ship dynamics or disturbances, enhances its practical applicability.
- Simulation results validate the proposed control scheme's effectiveness and robustness in complex marine environments.
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