Scalable Federated Learning over Passive Optical Networks
Paper in proceeding, 2021
Two-step aggregation is introduced to facilitate scalable federated learning (SFL) over passive optical networks (PONs). Results reveal that the SFL keeps the required PON upstream bandwidth constant regardless of the number of involved clients, while bringing 10% learning accuracy improvement.
Author
Jun Li
Chalmers, Electrical Engineering, Communication, Antennas and Optical Networks
Lei Chen
RISE Research Institutes of Sweden
Jiajia Chen
Chalmers, Electrical Engineering, Communication, Antennas and Optical Networks
2021 Optical Fiber Communications Conference and Exhibition, OFC 2021 - Proceedings
9489834
9781943580866 (ISBN)
2021 Optical Fiber Communications Conference and Exhibition, OFC 2021
San Francisco, USA,
San Francisco, USA,
Gröna optiska kopplingsarkitekturer för datacentra.
Swedish Research Council (VR) (2016-04489), 2019-04-01 -- 2020-12-31.
Subject Categories
Telecommunications
Communication Systems
Bioinformatics (Computational Biology)