Device Scheduling and Assignment in Hierarchical Federated Learning for Internet of Things

T Zhang, KY Lam, J Zhao - IEEE Internet of Things Journal, 2024 - ieeexplore.ieee.org
Federated learning (FL) is a promising machine learning approach for Internet of Things
(IoT), but it has to address network congestion problems when the population of IoT devices …

Energy-efficient Federated Learning for Earth Observation in LEO Satellite Systems

T Xiong, X Xu, P Du, Y Zhang… - 2024 IEEE Wireless …, 2024 - ieeexplore.ieee.org
Low Earth Orbit (LEO) satellites enable various Internet of Things (IoT) applications by
providing plentiful observation data at different spatial scales. However, transmitting such a …