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Observer-based finite frequency H∞ state-feedback control for autonomous ground vehicles.
Heng Wang1, Wenwen Song1, Yongyu Liang1
1School of Automation and Electrical Engineering, Key Laboratory of Knowledge Automation for Industrial Processes of Ministry of Education, University of Science and Technology Beijing, Beijing, 100083, PR China.
This study presents a new controller for autonomous ground vehicles (AGVs) to accurately track paths despite sideslip. The observer-based method enhances stability and precision for reliable autonomous navigation.
Area of Science:
- Robotics and Control Systems
- Autonomous Vehicle Dynamics
Background:
- Path tracking for autonomous ground vehicles (AGVs) is challenging due to unmodeled dynamics like sideslip angles.
- Accurate estimation of vehicle states, such as sideslip angle and yaw rate, is crucial for effective control.
Purpose of the Study:
- To develop a robust observer-based controller for AGVs to achieve precise path tracking.
- To effectively estimate and compensate for sideslip angles and yaw rate variations.
Main Methods:
- A nonlinear vehicle dynamics model is reformulated into a Linear Parameter Varying (LPV) system.
- An observer is designed to estimate sideslip angle and yaw rate.
- A finite frequency H∞ criterion is applied, and parameter-dependent gain matrices are computed via convex optimization.
Main Results:
- The observer-based controller ensures closed-loop system stability.
- The proposed method achieves accurate path tracking for AGVs.
- Disturbances are effectively attenuated, demonstrating the controller's robustness.
Conclusions:
- The developed observer-based control strategy is effective for AGV path tracking in the presence of sideslip.
- The LPV reformulation and H∞ control approach provide a systematic way to design robust controllers.
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