Low-Cost Free-Space-Optical Communication System with Federated Learning-based Channel Prediction

Donglin Xue; Pengchao Han; Yajing Liu; Zijie Sha; Yejun Liu; Lei Guo

doi:10.1364/ACPC.2020.M4A.203

Asia Communications and Photonics Conference/International Conference on Information Photonics and Optical Communications 2020 (ACP/IPOC)
OSA Technical Digest (Optica Publishing Group, 2020),
paper M4A.203
•https://doi.org/10.1364/ACPC.2020.M4A.203

Low-Cost Free-Space-Optical Communication System with Federated Learning-based Channel Prediction

Donglin Xue, Pengchao Han, Yajing Liu, Zijie Sha, Yejun Liu, and Lei Guo

Asia Communications and Photonics Conference 2020

Beijing China
24–27 October 2020
ISBN: 978-1-943580-82-8

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D. Xue, P. Han, Y. Liu, Z. Sha, Y. Liu, and L. Guo, "Low-Cost Free-Space-Optical Communication System with Federated Learning-based Channel Prediction," in Asia Communications and Photonics Conference/International Conference on Information Photonics and Optical Communications 2020 (ACP/IPOC), K. Xu, D. Simeonidou, C. Chang-Hasnain, N. Wada, X. Ren, Z. Zhukov, P. Perry Shum, Y. Ji, J. Zhang, X. Zhou, C. Lu, and L. Wosinska, eds., OSA Technical Digest (Optica Publishing Group, 2020), paper M4A.203.

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Abstract

A channel prediction scheme based on federated learning is proposed to achieve channel pre-compensation for a low-cost design of FSO communication system. The proposed scheme is demonstrated effective in simplifying system structural and operational cost.

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