Target-Oriented Maneuver Decision for Autonomous Vehicle: A Rule-Aided Reinforcement Learning Framework

X Zeng, Q Yu, S Liu, Y Xia, H Su, K Zheng - Proceedings of the 32nd …, 2023 - dl.acm.org
Autonomous driving systems (ADSs) have the potential to revolutionize transportation by
improving traffic safety and efficiency. As the core component of ADSs, maneuver decision …

Enhancing Longitudinal Velocity Control With Attention Mechanism-Based Deep Deterministic Policy Gradient (DDPG) for Safety and Comfort

F Islam, JE Ball, CT Goodin - IEEE Access, 2024 - ieeexplore.ieee.org
The transportation system is moving towards higher levels of autonomy. Longitudinal speed
control, or adaptive cruise control (ACC), is intended to provide driver assistance by …

Cross-Scenario Maneuver Decision with Adaptive Perception for Autonomous Driving

Y Fu, S Liu, Y Xia, F Guo, K Zheng - Proceedings of the 32nd ACM …, 2023 - dl.acm.org
Autonomous driving is a rapidly advancing field that promises to revolutionize the
transportation industry through an intelligent perception-and-decision paradigm. Despite …

Smart: A decision-making framework with multi-modality fusion for autonomous driving based on reinforcement learning

Y Xia, S Liu, R Hu, Q Yu, X Feng, K Zheng… - … Conference on Database …, 2023 - Springer
Decision-making in autonomous driving is an emerging technology that has rapid progress
over the last decade. In single-lane scenarios, autonomous vehicles should simultaneously …

Parameterized Decision-making with Multi-modal Perception for Autonomous Driving

Y Xia, S Liu, Q Yu, L Deng, Y Zhang, H Su… - arXiv preprint arXiv …, 2023 - arxiv.org
Autonomous driving is an emerging technology that has advanced rapidly over the last
decade. Modern transportation is expected to benefit greatly from a wise decision-making …