Robust multiagent reinforcement learning toward coordinated decision-making of automated vehicles

X He, H Chen, C Lv - SAE International Journal of Vehicle Dynamics …, 2023 - dr.ntu.edu.sg
Automated driving is essential for developing and deploying intelligent transportation
systems. However, unavoidable sensor noises or perception errors may cause an …

Personalized robotic control via constrained multi-objective reinforcement learning

X He, Z Hu, H Yang, C Lv - Neurocomputing, 2024 - Elsevier
Reinforcement learning is capable of providing state-of-art performance in end-to-end
robotic control tasks. Nevertheless, many real-world control tasks necessitate the balancing …

Vehicle stability and synchronization control of dual-motor steer-by-wire system considering multiple uncertainties

K Xu, W Liang, W Zhao, C Wang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Intelligent driving technology requires a steer-by-wire (SBW) system with a higher level of
safety. This article presents a novel dual-motor SBW system aimed at enhancing the safety …

Steering and braking game control architecture based minimax robust stability control for emergency avoidance of autonomous vehicles

J Wu, DX Wu, Y Yan, N Zhang, CJ Bao… - Science China …, 2022 - Springer
The existing electronic stability control (ESC) system does not consider the steering intention
of an autonomous driving system (ADS) during autonomous driving emergency avoidance …

Fusion of position estimation techniques for a swing servo by a permanent-magnet synchronous machine

L Qian, L Sun, K Wang, M Tong - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
This article presents a sensorless motor drive scheme by a fusion of the electrical model-
based estimation and the mechanical model-based observer with respect to the position …

Current-constrained adaptive robust control for uncertain PMSM drive systems: Theory and experimentation

J Zhang, W Ren, XM Sun - IEEE Transactions on Transportation …, 2023 - ieeexplore.ieee.org
In this article, we investigate the speed tracking control problem for permanent magnet
synchronous motor (PMSM) drive systems. In particular, the current constraint, parametric …

Performance-guaranteed adaptive switching fault-tolerant control of steer-by-wire system considering actuator fault and load disturbance

K Xu, X Zhou, W Zhao, C Wang, Z Luan… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
In order to meet the requirement of a higher safety level for the steer-by-wire system, this
article proposes a dual-motor steer-by-wire (DMSBW) system to realize its safety …

Additive-state-decomposition-based model predictive tracking control for PMSM servo system with multiple disturbances

F Jiang, S Cheng - Journal of the Franklin Institute, 2023 - Elsevier
This paper presents an additive-state-decomposition-based model predictive tracking
control and disturbance rejection method for a permanent magnet synchronous motor …

A robust design of the model-free-adaptive-control-based energy management for plug-in hybrid electric vehicle

X Liu, H Guo, X Cheng, J Du, J Ma - Energies, 2022 - mdpi.com
This paper proposes a robust design approach based on the Design for Six Sigma (DFSS),
to promote the robustness of our previous model-free-adaptive-control-based (MFAC-based) …

Cooperative control of path tracking and driving stability for intelligent vehicles on potholed road

S Liu, L Zhang, J Zhang, J Wang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
When a vehicle hits a pothole, the reaction force of the pothole on the tire causes an
imbalance in the driving forces on both sides of the vehicle and may cause the wheels to …