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20172026
most citedApplication of Machine Learning in Fiber Nonlinearity Modeling and Monitoring for Elastic Optical Networks

98 citations · 223 across the 23 of their papers we have counts for

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13 papers · 1 filter

eess.SP2024

Multidimensional Voronoi Constellations vs. Short Blocklength Probabilistic Shaping: A Comparison for Multilevel Coding Approach

Yajie Sheng, Bin Chen, Yi Lei +5

Performance of concatenated multilevel coding with probabilistic shaping (PS) and Voronoi constellations (VCs) is analysed over AWGN channel. Numerical results show that VCs provid…

eess.SP2024

Preamble Design for Joint Frame Synchronization, Frequency Offset Estimation, and Channel Estimation in Upstream Burst-mode Detection of Coherent PONs

Yongxin Sun, Hexun Jiang, Yicheng Xu +5

Coherent optics has demonstrated significant potential as a viable solution for achieving 100 Gb/s and higher speeds in single-wavelength passive optical networks (PON). However, u…

eess.SP2024

Dual-Tap Optical-Digital Feedforward Equalization Enabling High-Speed Optical Transmission in IM/DD Systems

Yu Guo, Yangbo Wu, Zhao Yang +6

Intensity-modulation and direct-detection (IM/DD) transmission is widely adopted for high-speed optical transmission scenarios due to its cost-effectiveness and simplicity. However…

eess.SP2023★ 23 cited

Building a digital twin of EDFA: a grey-box modeling approach

Yichen Liu, Xiaomin Liu, Yihao Zhang +6

To enable intelligent and self-driving optical networks, high-accuracy physical layer models are required. The dynamic wavelength-dependent gain effects of non-constant-pump erbium…

eess.SP2023

Multicarrier Modulation-Based Digital Radio-over-Fibre System Achieving Unequal Bit Protection with Over 10 dB SNR Gain

Yicheng Xu, Yixiao Zhu, Xiaobo Zeng +5

We propose a multicarrier modulation-based digital radio-over-fibre system achieving unequal bit protection by bit and power allocation for subcarriers. A theoretical SNR gain of 1…

eess.SP2022★ 14 cited

Optical Field Recovery in Jones Space

Qi Wu, Yixiao Zhu, Hexun Jiang +2

Optical full-field recovery makes it possible to compensate for fiber impairments such as chromatic dispersion and polarization mode dispersion (PMD) in the digital signal processi…

eess.SP2022★ 4 cited

Physics-informed EDFA Gain Model Based on Active Learning

Xiaomin Liu, Yuli Chen, Yihao Zhang +4

We propose a physics-informed EDFA gain model based on the active learning method. Experimental results show that the proposed modelling method can reach a higher optimal accuracy…

eess.SP2021★ 16 cited

An Interpretable Mapping from a Communication System to a Neural Network for Optimal Transceiver-Joint Equalization

Zhiqun Zhai, Hexun Jiang, Mengfan Fu +4

In this paper, we propose a scheme that utilizes the optimization ability of artificial intelligence (AI) for optimal transceiver-joint equalization in compensating for the optical…

eess.SP2020★ 2 cited

Low Complexity Component Nonlinear Distortions Mitigation Scheme for Probabilistically Shaped 64-QAM Signals

Yiwen Wu, Mengfan Fu, Huazhi Lun +3

We propose a degenerated hierarchical look-up table (DH-LUT) scheme to compensate component nonlinearities. For probabilistically shaped 64-QAM signals, it achieves up to 2-dB SNR…

eess.SP2020★ 18 cited

A Data-Fusion-Assisted Telemetry Layer for Autonomous Optical Networks

Xiaomin Liu, Huazhi Lun, Ruoxuan Gao +4

For further improving the capacity and reliability of optical networks, a closed-loop autonomous architecture is preferred. Considering a large number of optical components in an o…

eess.SP2020

Neural Network Training for OSNR Estimation -- From Prototype to Product

Andrew D. Shiner, Mohammad E. Mousa-Pasandi, Meng Qiu +6

A method for in-service OSNR measurement with a coherent transceiver is presented and experimentally verified. A neural network is employed to identify and remove the nonlinear noi…

eess.SP2018★ 98 cited

Application of Machine Learning in Fiber Nonlinearity Modeling and Monitoring for Elastic Optical Networks

Qunbi Zhuge, Xiaobo Zeng, Huazhi Lun +3

Fiber nonlinear interference (NLI) modeling and monitoring are the key building blocks to support elastic optical networks (EONs). In the past, they were normally developed and inv…

eess.SP2017★ 44 cited

Single wavelength 480 Gb/s direct detection over 80km SSMF enabled by Stokes Vector Kramers Kronig transceiver

Thang Hoang, Mohammed Sowailem, Qunbi Zhuge +6

We propose 4D modulation with directed detection employing a novel Stokes-Vector Kramers-Kronig transceiver. It shows that employing Stokes vector receiver, transmitted digital car…