Scalable Federated Learning over Passive Optical Networks
Paper i 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.

Författare

Jun Li

Chalmers, Elektroteknik, Kommunikations- och antennsystem, Optiska nätverk

Lei Chen

RISE Research Institutes of Sweden

Jiajia Chen

Chalmers, Elektroteknik, Kommunikations- och antennsystem, Optiska nätverk

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.

Vetenskapsrådet (VR) (2016-04489), 2019-04-01 -- 2020-12-31.

Ämneskategorier

Telekommunikation

Kommunikationssystem

Bioinformatik (beräkningsbiologi)

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Senast uppdaterat

2021-11-08