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

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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Bibliographic Details
Main Authors: Mohamed Hany Mahmoud, Abdullatif Albaseer, Mohamed Abdallah, Naofal Al-Dhahir
Format: Article
Language:English
Published: IEEE 2023-01-01
Series:IEEE Open Journal of the Communications Society
Subjects:
Federated learning
outage probability
CSI
client selection
and resource allocation
Online Access:https://ieeexplore.ieee.org/document/10092826/

Internet

https://ieeexplore.ieee.org/document/10092826/

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