journal article·2023-05-25Open access

Trajectory Tracking Control Study of Unmanned Fully Line-Controlled Distributed Drive Electric Vehicles

Tian Tian, Gang Li, Yuzhi Li, Ning Li, Hongfei Bai

Applied Sciences· Volume 13· Issue 11

Abstract

Unmanned fully line-controlled distributed drive electric vehicles with four-wheel independent drive, dependent braking and dependent steering have significant advantages over conventional vehicles in terms of dynamic control, but at the same time multiple actuators with multiple degrees of freedom also pose the risk of failure in the steering system, which is studied in this paper for trajectory tracking control. Rational control of multiple systems such as drive, braking, steering and fault tolerance of the unmanned fully line-controlled distributed drive electric vehicles are carried out. For longitudinal control, a fuzzy PI algorithm is used to input velocity error and velocity error rate of change, and to solve the required drive torque of the vehicle based on fuzzy rules; for lateral control, according to model prediction control theory, the exact model is predicted and an optimized search is performed to reasonably allocate the forward and backward wheels turning corners ensuring the accuracy and roadholding of trajectory tracking; for fault-tolerant control, differential drive and other methods of control, when a fault is detected, the number and position information of the faulty steering motor is transmitted to the fault-tolerant decision module, which outputs control commands according to the decision. The outcomes demonstrate that the presented trajectory following the control policy enhances the precision, roadholding and safety of trajectory following in an effective way.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Vehicle Dynamics and Control Systems · Electric and Hybrid Vehicle Technologies · Autonomous Vehicle Technology and Safety

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

School of Automobile and Traffic Engineering, Liaoning University of Technology, Jinzhou 121001, China

School of Electronics & Information Engineering, Liaoning University of Technology, Jinzhou 121001, China

Funding

Liaoning Provincial Natural Fund Grant Program Project

References (34)

Show source-provided references
1. Development of Steering Control System for Autonomous Vehicle Using Geometry-Based Path Tracking Algorithm10.4218/etrij.15.0114.0123 ↗
2. Receding horizon lateral vehicle control for pure pursuit path tracking10.1177/1077546316646906 ↗
3. Stanley: The robot that won the DARPA Grand Challenge10.1002/rob.20147 ↗
4. Wang, Z., Wang, Y., Zhang, L., and Liu, M. (2017). Vehicle Stability Enhancement through Hierarchical Control for a Four-Wheel-Independently-Actuated Electric Vehicle. Energies, 10.10.3390/en10070947 ↗
5. Difffferential Steering Based Yaw Stabilization Using ISMC for Independently Actuated Electric Vehicles10.1109/TITS.2017.2750063 ↗
6. Han, G., Fu, W., Wang, W., and Wu, Z. (2017). The Lateral Tracking Control for the Intelligent Vehicle Based on Adaptive PID Neural Network. Sensors, 17.10.3390/s17061244 ↗
7. An Adaptive Hierarchical Trajectory Following Control Approach of Autonomous Four-Wheel Independent Drive Electric Vehicles10.1109/TITS.2017.2749416 ↗
8. Coordinated path-following and direct yaw-moment control of autonomous electric vehicles with sideslip angle estimation10.1016/j.ymssp.2017.12.018 ↗
9. Path Tracking Control for Autonomous Vehicles Based on an Improved MPC10.1109/ACCESS.2019.2944894 ↗
10. Model Predictive Control for integrated lateral stability, traction/braking control, and rollover prevention of electric vehicles10.1080/00423114.2019.1585557 ↗
11. A unifified approach to driver assistance systems based on artifificial potential fifields10.1115/1.1386788 ↗
12. Experimental validation of the potential fifield lanekeeping system
13. Kritayakirana, K. (2012). Autonomous Vehicle Control at the Limits of Handling. [Ph.D. Thesis, Dynamic Design Lab, Stanford University].10.1504/IJVAS.2012.051270 ↗
14. Design of a feedback-feedforward steering controller for accurate path tracking and stability at the limits of handling10.1080/00423114.2015.1055279 ↗
15. Safe driving envelopes for path tracking in autonomous vehicles10.1016/j.conengprac.2016.04.013 ↗
16. Staying within the nullcline boundary for vehicle envelope control using a sliding surface10.1080/00423114.2012.720377 ↗
17. An LPV approach to autonomous vehicle path tracking in the presence of steering actuation nonlinearities10.1109/TCST.2020.3006123 ↗
18. Path planning and path tracking control for autonomous vehicle based on MPC with adaptive dual-horizon-parameters
19. EMPC with adaptive APF of obstacle avoidance and trajectory tracking for autonomous electric vehicles10.1016/j.isatra.2022.09.018 ↗
20. MPC-based high-speed trajectory tracking for 4WIS robot10.1016/j.isatra.2021.05.018 ↗
21. Fan, X., Wang, J., Wang, H., Yang, L., and Xia, C. (2023). LQR Trajectory Tracking Control of Unmanned Wheeled Tractor Based on Improved Quantum Genetic Algorithm. Machines, 11.10.3390/machines11010062 ↗
22. Trajectory Tracking Control of Intelligent Driving Vehicles Based on MPC and Fuzzy PID10.1155/2023/2464254 ↗
23. Towards longitudinal and lateral coupling control of autonomous vehicles using offset free MPC10.1016/j.conengprac.2022.105074 ↗
24. He, Z., Nie, L., Yin, Z., and Huang, S. (2020). A two-layer controller for lateral path tracking control of autonomous vehicles. Sensors, 20.10.3390/s20133689 ↗
25. Li, T., Ren, H., and Li, C. (2023). Intelligent electric vehicle trajectory tracking control algorithm based on weight coefficient adaptive optimal control. Trans. Inst. Meas. Control.10.1177/01423312221141591 ↗
26. Dual neural networks based active fault-tolerant control for electromechanical systems with actuator and sensor failure10.1016/j.ymssp.2022.109558 ↗
27. Ou, J., Yan, D., Zhang, Y., Yang, E., and Huang, D. (2023). Research on the Stability Control Strategy of Distributed Electric Vehicles Based on Cooperative Reconfiguration Allocation. World Electr. Veh. J., 14.10.3390/wevj14020031 ↗
28. Fault-Tolerant Predictive Control with Deep-Reinforcement-Learning-Based Torque Distribution for Four In-Wheel Motor Drive Electric Vehicles10.1109/TMECH.2022.3233705 ↗
29. Ding, Z., Lin, S., Gu, W., and Zhang, Y. (2023). Improved Kalman-Filter-Based Model-Predictive Control Method for Straddle Carriers. World Electr. Veh. J., 14.10.3390/wevj14050118 ↗
30. Wang, T., Qu, D., Song, H., and Dai, S. (2023). A Hierarchical Framework of Decision Making and Trajectory Tracking Control for Autonomous Vehicles. Sustainability, 15.10.3390/su15086375 ↗
31. YOLOv5-Tassel: Detecting Tassels in RGB UAV Imagery with Improved YOLOv5 Based on Transfer Learning10.1109/JSTARS.2022.3206399 ↗
32. IMU-Based Automated Vehicle Body Sideslip Angle and Attitude Estimation Aided by GNSS Using Parallel Adaptive Kalman Filters10.1109/TVT.2020.2983738 ↗
33. Automated Vehicle Sideslip Angle Estimation Considering Signal Measurement Characteristic10.1109/JSEN.2021.3059050 ↗
34. Autonomous Vehicle Kinematics and Dynamics Synthesis for Sideslip Angle Estimation Based on Consensus Kalman Filter10.1109/TCST.2022.3174511 ↗