Research on Lateral Stability Control of Four-Wheel Independent Drive Electric Vehicle Based on State Estimation
Yu-Jie Ma1,2, Chih-Keng Chen1, Hongbin Ren3
1Department of Vehicle Engineering, National Taipei University of Technology, Taipei 10608, Taiwan.
Sensors (Basel, Switzerland)
|January 25, 2025
Summary
This study introduces a hierarchical framework for electric vehicle state estimation and stability control. The method enhances vehicle handling and stability, especially in low and medium road adhesion conditions.
Area of Science:
- Automotive Engineering
- Control Systems
- Robotics
Background:
- Electric vehicles (EVs) with four-wheel independent drive (FWID) present unique challenges in state estimation and lateral stability control.
- Accurate estimation of vehicle states like tire forces and velocities is crucial for effective control.
- Maintaining lateral stability is paramount for vehicle safety, particularly under varying road conditions.
Purpose of the Study:
- To propose a hierarchical framework for integrated vehicle state estimation and lateral stability control in FWID electric vehicles.
- To enhance the accuracy and efficiency of vehicle state estimation.
- To improve the handling and stability performance of EVs.
Main Methods:
- A hierarchical estimation method using Kalman Filter (KF) and Extended Kalman Filter (EKF) to estimate wheel vertical load, lateral forces, and velocities.
- A hierarchical lateral stability control system with upper and lower control layers for torque distribution.
- Integration of a three-degrees-of-freedom vehicle model with the Magic Formula Tire (MF-T) model.
Main Results:
- The hierarchical estimation method demonstrated high computational efficiency and superior accuracy in estimating vehicle states.
- The hierarchical control system significantly improved vehicle handling and lateral stability, particularly under low and medium road adhesion.
- Simulations and Double Lane Change (DLC) tests validated the effectiveness of the proposed framework.
Conclusions:
- The developed hierarchical framework provides an effective solution for state estimation and lateral stability control in FWID EVs.
- The approach offers significant improvements in vehicle performance and safety across diverse road conditions.
- This work contributes to the advancement of autonomous and electric vehicle control technologies.
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