Trustworthy autonomous driving via defense-aware robust reinforcement learning against worst-case observational perturbations

X He, W Huang, C Lv - Transportation Research Part C: Emerging …, 2024 - Elsevier
Despite the substantial advancements in reinforcement learning (RL) in recent years,
ensuring trustworthiness remains a formidable challenge when applying this technology to …

Platoon-based control strategy in mixed traffic to improve ramp merging efficiency and fuel reduction

C Zhang, M Ma, S Liang, J Yang, C Wu - Physica A: Statistical Mechanics …, 2024 - Elsevier
Traffic congestion in ramp merge areas, which are bottleneck areas in freeway systems, has
been alleviated by traditional research methods. However, with the maturation of …