Anhui Liang

Role-based multi-robot warehouse coordination with reinforcement learning assisted task selection

We study decentralised coordination in large-scale RMFS, where capacity-limited fleets fulfil orders under stochastic demand, congestion, and real-time constraints. We formalise this problem as a role-structured decentralised partially observable Semi-Markov decision process that...