期刊论文

Zhang, J

英文

Physica A-Statistical Mechanics and its Applications

0378-4371

2024

633

129353

10.1016/j.physa.2023.129353

CRediT authorship contribution statement Xiaoyu Shi: Methodology, Writing – original draft preparation. Jian Zhang: Conceptualization, Supervision, Writing – review & editing. Xia Jiang: Visualization, Investigation. Juan Chen: Data curation, acquisition. Wei Hao: Validation, Supervision. Bo Wang: Writing – review & editing.

本校为其他机构

Eco-driving represents a promising avenue for mitigating energy consumption in road transportation. To enhance the applicability of learning-based eco-driving strategies, this study presents a novel framework that employs offline reinforcement learning in eco-driving control. This framework enables a vehicle agent to acquire eco-driving behavior by leveraging real-world human driving trajectories. Specifically, the human driving trajectories, along with the corresponding traffic signal timing scheme, obtained from empirical data, are utilized to construct a comprehensive Markov Decision Proces...