...Nan Ma; Guowei Liu; Yijun Wang; Lisheng Xin This study focuses on the optimisation of the urban waterlogging disaster warning system. In view of the limitations of traditional warning systems in complex urban environments, deep reinforcement learning ( DRL ) technology is introduced. The proposed...