An Upstream Scheme with Deep Learning-assisted Receiver for DSP- based TDM-PON

Rui Wang; Hui Yang; Huanlai Xing; Xianzhuo Zhang; Binbin Sha

Asia Communications and Photonics Conference (ACPC) 2019
OSA Technical Digest (Optica Publishing Group, 2019),
paper M4A.87

An Upstream Scheme with Deep Learning-assisted Receiver for DSP- based TDM-PON

Rui Wang, Hui Yang, Huanlai Xing, Xianzhuo Zhang, and Binbin Sha

Asia Communications and Photonics Conference 2019

Chengdu China
2–5 November 2019
ISBN: 978-1-943580-70-5

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Joint Poster Session (M4A)

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R. Wang, H. Yang, H. Xing, X. Zhang, and B. Sha, "An Upstream Scheme with Deep Learning-assisted Receiver for DSP- based TDM-PON," in Asia Communications and Photonics Conference (ACPC) 2019, OSA Technical Digest (Optica Publishing Group, 2019), paper M4A.87.

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Abstract

A Deep Learning (DL)-assisted receiver scheme is proposed for TDM-PON with DSP methods. Simulation results confirm that the DL method is more appropriate for higher-order modulated and longer-distance system, compared to the traditional LS and MMSE.

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