[HTML][HTML] Risk-Aware Deep Reinforcement Learning for Robot Crowd Navigation

X Sun, Q Zhang, Y Wei, M Liu - Electronics, 2023 - mdpi.com
Ensuring safe and efficient navigation in crowded environments is a critical goal for assistive
robots. Recent studies have emphasized the potential of deep reinforcement learning …

Self-navigation in crowds: An invariant set-based approach

L Vachhani - arXiv preprint arXiv:2401.09375, 2024 - arxiv.org
Self-navigation in non-coordinating crowded environments is formidably challenging within
multi-agent systems consisting of non-holonomic robots operating through local sensing …