Federated Learning With a Drone Orchestrator: Path Planning for Minimized Staleness

Federated Learning With a Drone Orchestrator: Path Planning for Minimized Staleness

In this paper, we investigate the problem of scheduling transmissions for spatially scattered nodes that contribute to a collaborative federated learning (FL) algorithm via wireless links provided by a drone. In the considered system, the drone acts as an orchestrator, coordinating the transmissions...

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Bibliographic Details
Main Authors: Igor Donevski, Nithin Babu, Jimmy Jessen Nielsen, Petar Popovski, Walid Saad
Format: Article
Language:English
Published: IEEE 2021-01-01
Series:IEEE Open Journal of the Communications Society
Subjects:
Drone trajectory optimization
wireless communications
federated learning
drone small cells
staleness minimization
reinforcement learning
Online Access:https://ieeexplore.ieee.org/document/9400376/

Internet

https://ieeexplore.ieee.org/document/9400376/

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