A Novel Three-Layer GRU Equalizer for High-Speed PAM-4 Transmission Beyond 300Gbps

A novel three-layer gated recurrent unit neural network (TL-GRU) equalizer for high-speed intensity modulation direct-detection (IM/DD) PAM-4 systems is proposed. Based on this novel equalization scheme, the BER performance of the 200 Gbaud (400 Gbps) PAM-4 can be decreased into hard-decision forward error correction (HD-FEC) threshold 3.8× 10<sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">−3</sup>, which is much better than least mean squares (LMS), polynomial nonlinear equalization (PNE) and gated recurrent unit (GRU) equalizers. The TL-GRU highlights its potential as a promising signal equalization solution for 1.6T and 3.2T short-reach optical interconnect systems.

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Published
2024-11-02
DOI
https://doi.org/10.1109/acp/ipoc63121.2024.10809964
Primary Topic
Coding theory and cryptography
Type
article
Field-Weighted Citation Impact
0.00

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article

A Novel Three-Layer GRU Equalizer for High-Speed PAM-4 Transmission Beyond 300Gbps

Jian Sun, Jun Qin, Jie Shi, L. F. Chen et al.
Coding theory and cryptography
article

A Novel Three-Layer GRU Equalizer for High-Speed PAM-4 Transmission Beyond 300Gbps

Jian Sun, Jun Qin, Jie Shi, L. F. Chen, Sun Yu, Qian Wang, Yueqin Li, Junxiong Tan, Junde Lu
article en

Abstract

A novel three-layer gated recurrent unit neural network (TL-GRU) equalizer for high-speed intensity modulation direct-detection (IM/DD) PAM-4 systems is proposed. Based on this novel equalization scheme, the BER performance of the 200 Gbaud (400 Gbps) PAM-4 can be decreased into hard-decision forward error correction (HD-FEC) threshold 3.8× 10<sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">−3</sup>, which is much better than least mean squares (LMS), polynomial nonlinear equalization (PNE) and gated recurrent unit (GRU) equalizers. The TL-GRU highlights its potential as a promising signal equalization solution for 1.6T and 3.2T short-reach optical interconnect systems.

Beijing Information Science & Technology University (CN)
National Natural Science Foundation of China
Affordable and clean energy
Openalex Percentile: Top 78%
Coding theory and cryptography
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