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, Kommunikation, Antenner och Optiska Nätverk
Lei Chen
RISE Research Institutes of Sweden
Jiajia Chen
Chalmers, Elektroteknik, Kommunikation, Antenner och Optiska Nätverk
2021 Optical Fiber Communications Conference and Exhibition, OFC 2021 - Proceedings
21622701 (eISSN)
94898349781943580866 (ISBN)
2021 Optical Fiber Communications Conference and Exhibition, OFC 2021
San Francisco, USA,
San Francisco, USA,
Gröna optiska kopplingsarkitekturer för datacentra.
Vetenskapsrådet (VR) (2016-04489), 2019-04-01 -- 2020-12-31.
Ämneskategorier (SSIF 2011)
Telekommunikation
Kommunikationssystem
Bioinformatik (beräkningsbiologi)