Federated Learning Resource Optimization and Client Selection for Total Energy Minimization Under Outage, Latency, and Bandwidth Constraints With Partial or No CSI

We consider the problem of minimizing the total energy consumption due to the computation and communication tasks of federated learning (FL) under bandwidth and latency constraints. To avoid channel state information (CSI) feedback to the transmitter, we adopt outage probability as an additional con...

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Principais autores:	Mohamed Hany Mahmoud, Abdullatif Albaseer, Mohamed Abdallah, Naofal Al-Dhahir
Formato:	Artigo
Idioma:	Inglês
Publicado em:	IEEE 2023-01-01
coleção:	IEEE Open Journal of the Communications Society
Assuntos:	Federated learning outage probability CSI client selection and resource allocation
Acesso em linha:	https://ieeexplore.ieee.org/document/10092826/
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