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cs.RO2025
Distributed Formation Shape Control of Identity-less Robot Swarms
Guibin Sun, Yang Xu, Kexin Liu +1
Different from most of the formation strategies where robots require unique labels to identify topological neighbors to satisfy the predefined shape constraints, we here study the…
cs.RO2025
Concurrent-Learning Based Relative Localization in Shape Formation of Robot Swarms (Extended version)
Jinhu Lü, Kunrui Ze, Shuoyu Yue +3
In this paper, we address the shape formation problem for massive robot swarms in environments where external localization systems are unavailable. Achieving this task effectively…
cs.RO2024
Hierarchical Reinforcement Learning for Swarm Confrontation with High Uncertainty
Qizhen Wu, Kexin Liu, Lei Chen +1
In swarm robotics, confrontation including the pursuit-evasion game is a key scenario. High uncertainty caused by unknown opponents' strategies, dynamic obstacles, and insufficient…