Multi-Style Distributional Soft Actor-Critic: Learning a Unified Policy for Diverse Control Behaviors

L Xiao, Y Lyu, F Zhang, L Chen, G Yu… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Reinforcement learning (RL) has excelled in sequential decision-making and control tasks,
yet traditional RL algorithms are limited by adherence to a single control style in identical …

FTEKFNet: Hybridizing Physical and Data-driven Estimation Algorithms for Vehicle State

Y Wang, F Hu, C Tian, P Li, H Huang… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Sideslip angle and vehicle velocity are crucial for both traditional and autonomous vehicles.
They play essential roles in chassis stability control, as well as in tasks such as path …

Vehicle State Estimation Through Dynamics Modeled Factor Graph

P Dahal, S Arrigoni, M Bijelic, F Braghin - Advanced Vehicle Control …, 2024 - Springer
Ego Vehicle state estimation is integral to every autonomous driving software stack.
Thereby, the estimation of the state and its components as for example the side slip angle, is …

A Study of Optimization Strategies of Autonomous Vehicle Related Technology

Q Ren - 2024 IEEE 2nd International Conference on Control …, 2024 - ieeexplore.ieee.org
This paper studies the optimization strategies of the related technologies used in
autonomous vehicles, including perception fusion and control algorithm. With the rapid …