Model Predictive Control Used in Passenger Vehicles: An Overview
Open Access
Abstract
The following article presents a high-level overview of how Model Predictive Control (MPC) is leveraged in passenger vehicles and their subsystems for improved performance. This overview presents the fundamental concepts of MPC algorithms and their common variants. After building some understanding of MPC methods, the paper discusses state-of-the-art examples of how MPC methods are leveraged to perform low- to high-level tasks within a typical passenger vehicle. This review also aims to provide the reader with intuition in formulating MPC systems based on the strengths and weaknesses of the different formulations of MPC. The paper also highlights active areas of research and development.Keywords
This publication has 119 references indexed in Scilit:
- Nonlinear Predictive Control of Active Four-wheel Steering VehiclesInternational Journal of Control, Automation, and Systems, 2023
- Model predictive control for autonomous ground vehicles: a reviewAutonomous Intelligent Systems, 2021
- Review on model predictive control: an engineering perspectiveThe International Journal of Advanced Manufacturing Technology, 2021
- Review and Development of Electric Motor Systems and Electric Powertrains for New Energy VehiclesAutomotive Innovation, 2021
- Stability Control of an Autonomous Vehicle in Overtaking Manoeuvre Using Wheel Slip ControlInternational Journal of Intelligent Transportation Systems Research, 2019
- Yaw Stability Control of 4WD Vehicles Based on Model Predictive Torque Vectoring with Physical ConstraintsInternational Journal of Automotive Technology, 2019
- Reduction of Driving Resistance by Means of Wheel-individual Steer-by-wire SystemsATZ worldwide, 2018
- Estimation of Road Friction Coefficient in Different Road Conditions Based on Vehicle Braking DynamicsChinese Journal of Mechanical Engineering, 2017
- A state space formulation for model predictive controlAIChE Journal, 1989
- Model predictive heuristic controlAutomatica, 1978