Uncertainty-Aware DRL for Autonomous Vehicle Crowd Navigation in Shared Space

M Golchoubian, M Ghafurian… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Safe, socially compliant, and efficient navigation of low-speed autonomous vehicles (AVs) in
pedestrian-rich environments necessitates considering pedestrians' future positions and …

Spatiotemporal Receding Horizon Control with Proactive Interaction Towards Autonomous Driving in Dense Traffic

L Zheng, R Yang, Z Peng, MY Wang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
In dense traffic scenarios, ensuring safety while keeping high task performance for
autonomous driving is a critical challenge. To address this problem, this paper proposes a …

Uncertainty-aware Decision Making and Planning for ICV based on Asymmetric Driving Aggressiveness

W Hu, C Wang, Z Deng, Y Yang, Y Wu… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Precisely assessing driving threat of road segments could significantly enhance the driving
efficiency of intelligent connected vehicles (ICV) within mixed traffic scenarios. Existing …