Investigation on the Impact of Additional Connections to Feedforward Neural Networks for Equalization in PAM4 Short-Reach Direct Detection Links

机译：对PAM4短轨均衡额外连接对额外连接的影响研究

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Different additional connections onto feedforward neural networks are investigated for equalization in a 50-Gb/s PAM4 short-reach direct detection link. The auto-regressive and cascade structures demonstrate the most significant performance improvement with limited additional computational complexity. © 2020 The Author(s)

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《Asia Communications and Photonics Conference;International Conference on Information Photonics and Optical Communications》|2020年|1-3|共3页
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Zhaopeng Xu; Chuanbowen Sun; Tonghui Ji; Shuangyu Dong; Xian Zhou; William Shieh;
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Sensitivity; Receivers; Computer architecture; Optical fiber communication; Feedforward neural networks; Computational complexity; Photonics;

机译：敏感性;接收器;计算机架构;光纤通信;馈电神经网络;计算复杂性;光子学;

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1. Cascade recurrent neural network-assisted nonlinear equalization for a 100 Gb/s PAM4 short-reach direct detection system [J] . Xu Zhaopeng, Sun Chuanbowen, Ji Tonghui, Optics Letters . 2020,第15期

机译：级联经常性神经网络辅助非线性均衡为100 GB / S PAM4短途直接检测系统
2. Joint Equalization of Linear and Nonlinear Impairments for PAM4 Short-Reach Direct Detection Systems [J] . Xu Zhaopeng, Sun Chuanbowen, Manton Jonathan H., IEEE Photonics Technology Letters . 2021,第9期

机译：PAM4短轨直接检测系统线性和非线性损伤的联合均衡
3. High-speed PAM4 transmission with a GeSi electro-absorption modulator and dual-path neural-network-based equalization [J] . Ruan Xiaoke, Yang Fan, Zhang Lei, Optics Letters . 2020,第19期

机译：具有GESI电吸收调制器和基于双路神经网络的均衡的高速PAM4传输
4. Towards Low Computational Complexity for Neural Network-Based Equalization in PAM4 Short-Reach Direct Detection Systems by Multi-Symbol Prediction [C] . Zhaopeng Xu, Chuanbowen Sun, Shuangyu Dong, Optical Fiber Communications Conference and Exhibition . 2021

机译：通过多符号预测，在PAM4短到达直接检测系统中基于神经网络的均衡计算的低计算复杂度
5. Techniques for Enabling High-Order Modulation Formats in Short-Reach Optical Communication Networks Based on Directly Modulated Lasers [D] . Deb, Nebras. 2020

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6. Large-scale directional connections among multi resting-state neural networks in human brain: A functional MRI and Bayesian network modeling study [O] . Rui Li, Kewei Chen, Adam S. Fleisher, -1

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7. Channel Equalization By Feedforward Neural Networks [O] . Biao Lu, Brian L. Evans 1999

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8. Classifying Launch/Impact Events of Mortar and Artillery Rounds Utilizing DWT Derived Features and Feedforward Neural Networks. [R] . Hohil, M. E., Desai, S., Morcos, A. 2006

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Investigation on the Impact of Additional Connections to Feedforward Neural Networks for Equalization in PAM4 Short-Reach Direct Detection Links

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