Role-Dependent Mission-Energy Reserve Control for Federated Learning in Solar-Powered Maritime Edge Networks
Federated learning (FL) enables collaborative maritime perception without transferring raw observations, but solar-powered clients must preserve energy for platform-specific duties. Existing energy-aware FL generally applies a common battery constraint and cannot jointly protect persistent buoy service and the safe ret...