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Isolating Trajectory Tracking From Motion Control: A Model Predictive Control and Robust Control Framework for Unmanned Ground Vehicles

Jiarui Song, Gang Tao, Zheng Zang, Haotian Dong, Boyang Wang, Jianwei Gong

2023IEEE Robotics and Automation Letters32 citationsDOI

Abstract

This letter studies the trajectory tracking and motion control problems of unmanned ground vehicles (UGVs). A model predictive control and robust control (MPC-RC) framework for UGVs is proposed to improve tracking accuracy, yaw stability and robustness in a modular fashion without introducing complexity into controller. The trajectory tracking problem and three-dimensional phase trajectory planning with high stability of a vehicle motion can be performed in the model predictive control design simultaneously. Also, combining the advantages of linear matrix inequality, sliding mode control, and back-stepping control law, three robust motion controllers can track the generated three-dimensional phase trajectory steadily so that the UGV motion stability is guaranteed. The robust performance is guaranteed through considering model uncertainties and terra-aerodynamic disturbances in robust controllers. Sufficient conditions for closed-loop stability under the diverse robust factors are provided by the Lyapunov method analytically, which ensures the series system's feasibility. The results of simulations on MATLAB-Carsim platform demonstrate that the proposed controller can significantly enhance tracking accuracy, motion stability, and robustness compared to the existing methods, which guarantees the feasibility and capability of driving in a nonlinear extreme scenario.

Topics & Concepts

Control theory (sociology)Robustness (evolution)TrajectoryModel predictive controlMotion controlComputer scienceRobust controlMATLABControl engineeringLyapunov stabilityLinear matrix inequalityControl systemEngineeringArtificial intelligenceMathematicsControl (management)RobotMathematical optimizationOperating systemGeneChemistryBiochemistryAstronomyElectrical engineeringPhysicsVehicle Dynamics and Control SystemsControl and Dynamics of Mobile RobotsAutomotive and Human Injury Biomechanics
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