Collaborative Control of Vehicle Platoon based on Deep Reinforcement Learning

J Chen, X Wu, Z Lv, Z Xu… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
We propose a novel vehicle platoon collaborative control algorithm based on deep
reinforcement learning. Aiming at the slow convergence speed of traditional reinforcement …

Back-stepping Experience Replay with Application to Model-free Reinforcement Learning for a Soft Snake Robot

X Qi, D Chen, Z Li, X Tan - arXiv preprint arXiv:2401.11372, 2024 - arxiv.org
In this paper, we propose a novel technique, Back-stepping Experience Replay (BER), that
is compatible with arbitrary off-policy reinforcement learning (RL) algorithms. BER aims to …

Energy Management for Hev Combining Naturalistic Driving Data and Deep Reinforcement Learning with High Generalization

ZE Liu, Y Li, Q Zhou, Y Li, B Shuai, H Xu, M Hua… - Available at SSRN … - papers.ssrn.com
Generalization to unseen environments is still a challenge for deep reinforcement learning
(DRL)-based energy management strategies (EMSs). This paper proposes a scenario …