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WheelCon: A Wheel Control-Based Gaming Platform for Studying Human Sensorimotor Control
Published on: August 15, 2020
Double-loop tracking control for a wheeled mobile robot with unmodeled dynamics along right angle roads
Ling Zhao1, Jinchao Li2, Hongbo Li3
1State Key Laboratory of Precision Measuring Technology and Instruments, Tianjin University, Tianjin, 300072, China; Taihu Laboratory of Deepsea Technological Science, Wuxi, 214082, China.
This study introduces a double-loop tracking control strategy for wheeled mobile robots (WMRs) facing unmodeled dynamics. The novel approach enhances trajectory tracking accuracy, validated through experimental results.
Area of Science:
- Robotics
- Control Systems Engineering
- Nonlinear Control Theory
Background:
- Wheeled mobile robots (WMRs) often exhibit unmodeled dynamics and are subject to external disturbances, complicating precise trajectory tracking.
- Existing control strategies may struggle to achieve high accuracy in WMRs due to these uncertainties.
- Accurate path following is crucial for WMR applications, including logistics, exploration, and surveillance.
Purpose of the Study:
- To develop and validate a robust double-loop tracking control strategy for WMRs.
- To address trajectory tracking challenges posed by unmodeled dynamics and external disturbances.
- To improve the tracking accuracy of WMRs navigating complex paths, such as right-angle roads.
Main Methods:
- Design of two nonlinear Extended State Observers (ESOs) to estimate unknown disturbances and unmodeled dynamics.
- Integration of nonlinear ESOs with integral sliding mode control and backstepping control techniques.
- Application of Lyapunov stability theory for rigorous convergence analysis of the proposed control system.
- Experimental validation of the control strategy on a physical WMR platform.
Main Results:
- The nonlinear ESOs effectively estimated external disturbances and unmodeled dynamics.
- The proposed double-loop tracking controller significantly enhanced trajectory tracking accuracy for the WMR.
- Convergence of the ESOs and the overall tracking controller was mathematically proven using Lyapunov methods.
- Experimental results confirmed the practical effectiveness and robustness of the control strategy.
Conclusions:
- The double-loop tracking control strategy offers a viable solution for precise trajectory control of WMRs with unmodeled dynamics.
- The integration of nonlinear ESOs with sliding mode and backstepping control provides superior disturbance rejection and tracking performance.
- The study demonstrates the potential for improved WMR navigation in real-world applications through advanced control techniques.
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