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Global finite-time adaptive control for uncalibrated robot manipulator based on visual servoing
1School of Electrical Engineering and Automation, Tianjin University, Tianjin 300072, PR China.
This study presents a novel finite-time convergence controller for uncalibrated camera-robot systems facing time-varying uncertainties. The adaptive control method ensures rapid convergence and enhanced dynamic stability for robotic systems.
Area of Science:
- Robotics
- Control Systems
- Computer Vision
Background:
- Uncalibrated camera-robot systems face challenges with time-varying uncertainties in parameters.
- Existing methods often achieve asymptotic stability, which may not be sufficient for rapid convergence.
Purpose of the Study:
- To develop a finite-time convergence controller for uncalibrated camera-robot systems.
- To address uncertainties in camera parameters, robot dynamics, and feature depth.
- To enhance dynamic stability and ensure rapid convergence.
Main Methods:
- A novel finite-time stability (FTS) adaptive controller is proposed.
- FTS adaptive laws are designed to manage uncertainties in both robot and camera models.
- Finite-time stability analysis is performed using homogeneous theory and Lyapunov functions.
Main Results:
- The proposed controller achieves finite-time convergence for trajectory tracking errors.
- The method demonstrates improved dynamic stability compared to asymptotic approaches.
- Simulations validate the effectiveness of the finite-time adaptive control strategy.
Conclusions:
- The developed FTS adaptive control extends visual servoing from asymptotic to finite-time stability.
- This approach offers a robust solution for camera-robot systems with significant uncertainties.
- The findings pave the way for more precise and rapid robotic operations in dynamic environments.
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