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Optimal H∞ Control for Lateral Dynamics of Autonomous Vehicles
Gianfranco Gagliardi1, Marco Lupia1, Gianni Cario1
1Dipartimento di Ingegneria Elettronica, Informatica e Sistemistica (DIMES), Universitá della Calabria, 87036 Rende, CS, Italy.
This study introduces a robust H∞ lateral controller for autonomous vehicles, enhancing trajectory tracking and minimizing errors. The model-based approach ensures stability despite speed variations, validated through co-simulation.
Area of Science:
- Robotics and Control Systems
- Autonomous Vehicle Navigation
- Computer Vision
Background:
- Autonomous vehicles require precise lateral control for safe navigation.
- Real-time trajectory following necessitates robust control strategies.
- Variations in vehicle speed can challenge lateral stability and tracking accuracy.
Purpose of the Study:
- To design and validate a model-based H∞ vehicle lateral controller.
- To minimize position and orientation tracking errors for autonomous vehicles.
- To ensure robust performance against longitudinal speed variations.
Main Methods:
- Development of a model-based H∞ lateral controller.
- Integration of video-processing and lane-detection algorithms for real-time trajectory computation.
- Utilizing Linear Matrix Inequality (LMI) optimization for controller design.
- Co-simulation in Matlab/Simulink and Carsim for validation.
Main Results:
- The controller effectively minimizes position and orientation tracking errors.
- Achieved robust closed-loop system performance despite longitudinal speed changes.
- Demonstrated good control performance in a simulated environment.
Conclusions:
- The proposed H∞ lateral controller is effective for autonomous vehicle trajectory following.
- The model-based approach provides robustness against speed variations.
- Co-simulation validates the practical applicability of the control strategy.
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