Xiao-Hu Ge

Deep Reinforcement Learning with Lagrangian-Guided Reward Design for Joint Clustering and Spectrum Allocation in Dynamic UAV Swarms

Joint clustering and spectrum allocation in dynamic unmanned aerial vehicle (UAV) swarms is a coupled integer programming problem whose complexity increases rapidly with the number of UAVs. In dynamic communication scenarios with time-varying topology, channel conditions, and traffic demands, conventional optimization...