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 and Antenna Systems, Optical Networks

Lei Chen

RISE Research Institutes of Sweden

Jiajia Chen

Chalmers, Electrical Engineering, Communication and Antenna Systems, Optical Networks

2021 Optical Fiber Communications Conference and Exhibition, OFC 2021 - Proceedings

9489834

2021 Optical Fiber Communications Conference and Exhibition, OFC 2021
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)

More information

Latest update

8/19/2021