Acta Photonica Sinica, Volume. 51, Issue 12, 1206001(2022)
Hidden-layers Extended Recurrent Neural Network Equalizer for Short Reach Optical Interconnects
[1] J C CARTLEDGE, A S KARAR. 100-Gb/s intensity modulation and direct detection. Journal of Lightwave Technology, 32, 2809-2814(2014).
[2] Liang SHU, Jianqiang LI, Zhiquan WAN et al. Single-lane 112-Gbit/s SSB-PAM-4 transmission with dual-drive MZM and Kramers-Kronig detection over 80-km SSMF. IEEE Photonics Journal, 9, 7204509(2017).
[3] Mingyue ZHU, Jing ZHANG, Xingwen YI et al. Hilbert superposition and modified signal-to-signal beating interference cancellation for single side-band optical NPAM-4 direct-detection system. Optics Express, 25, 12622-12631(2017).
[4] Liang ZHANG, Tianjian ZUO, Yuan MAO et al. Beyond 100-Gb/s transmission over 80-km SMF using direct-detection SSB-DMT at c-band. Journal of Lightwave Technology, 34, 723-729(2016).
[5] M I OLMEDO, T J ZUO, J B JENSEN et al. Multiband carrierless amplitude phase modulation for high capacity optical data links. Journal of Lightwave Technology, 32, 798-804(2014).
[6] Kangping ZHONG, Xian ZHOU, Tao GUI et al. Experimental study of PAM-4, CAP-16, and DMT for 100-Gb/s short reach optical transmission systems. Optics Express, 23, 1176-1189(2015).
[7] D ZIBAR, O WINTHER, N FRANCESCHI et al. Nonlinear impairment compensation using expectation maximization for dispersion managed and unmanaged PDM 16-QAM transmission. Optics Express, 20, B181-B196(2012).
[8] Jianyu MENG, Hongbo ZHANG, Min ZHANG et al. Fiber nonlinear impairments compensation based on IPCA-DNN algorithm. Acta Optica Sinica, 41, 2406002(2021).
[9] Jinda WU, Jin LU, Hongliang REN et al. Nonlinear equalizer based on general regression neural network in coherent optical OFDM system. Acta Optica Sinica, 38, 0906002(2018).
[10] Lilin YI, Tao LIAO, Luyao HUANG et al. Machine learning for 100-Gb/s/λ Passive optical network. Journal of Lightwave Technology, 37, 1621-1630(2019).
[11] Ziyue ZHU, Mengxin ZHAO, Yichen ZHANG et al. MIMO equalization technology based on neural network in high-speed IM-DD mode division multiplexing transmission system. Acta Optica Sinica, 41, 1406003(2021).
[12] Yang ZHENG, Fan GAO, Songnian FU et al. Radial basis function neural network enabled C-band 4×50-Gbs PAM-4 transmission over 80 km SSMF. Optics Letters, 43, 3542-3545(2018).
[13] Jing ZHANG, Lianshan YAN, Lin JIANG et al. Convolutional neural network equalizer for short-reach optical communication systems(2020).
[14] Chenhui YE, Dongxu ZHANG, Xiaofeng HU et al. Recurrent neural network (RNN) based end-to-end nonlinear management for symmetrical 50Gbps NRZ PON with 29dB+loss budget(2018).
[15] Zhaopeng XU, Chuanbowen SUN, Tonghui JI et al. Computational complexity comparison of feedforward/radial basis function/recurrent neural network-based equalizer for a 50-Gb/s PAM-4 direct-detection optical link. Optics Express, 27, 36953-36964(2019).
[16] Caoyang LIU, Lin SUN, Jiawang XIAO et al. Low-complexity RNNE with multiple hidden layers for optical PAM-4 signals(2022).
[17] Zhaopeng XU, Chuanbowen SUN, Tonghui JI et al. Transfer learning aided neural networks for nonlinear equalization in short-reach direct detection systems(2020).
[18] T A ERIKSSON, H BÜLOW, A LEVEN. Applying neural networks in optical communication systems: possible pitfalls. IEEE Photonics Technology Letters, 29, 2091-2094(2017).
Get Citation
Copy Citation Text
Caoyang LIU, Lin SUN, Jiawang XIAO, Bangning MAO, Ning LIU. Hidden-layers Extended Recurrent Neural Network Equalizer for Short Reach Optical Interconnects[J]. Acta Photonica Sinica, 2022, 51(12): 1206001
Category: Fiber Optics and Optical Communications
Received: Apr. 29, 2022
Accepted: Jun. 24, 2022
Published Online: Feb. 6, 2023
The Author Email: Ning LIU (gordonnliu@suda.edu.cn)