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

Journal of lightwave technology, 2019-07, Vol.37 (13), p.3055-3063

2019

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State-dependent misalignment and turbulence effects on high-dimensional quantum key distribution with orbital angular momentum

New journal of physics, 2024-05, Vol.26 (5), p.53034

2024

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AI-Based Modeling and Monitoring Techniques for Future Intelligent Elastic Optical Networks

Applied sciences, 2020-01, Vol.10 (1), p.363

2020

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Practical Performance Analysis of MDI-QKD with Orbital Angular Momentum on UAV Relay Platform

Entropy (Basel, Switzerland), 2024-07, Vol.26 (8), p.635

2024

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High-fidelity entanglement routing in quantum networks

Results in physics, 2024-05, Vol.60, p.107682, Article 107682

2024

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Improvement of phase sensitivity in SU(1,1) interferometer using number-conserving operations

Results in physics, 2024-03, Vol.58, p.107465, Article 107465

2024

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Soft Failure Identification for Long-haul Optical Communication Systems Based on One-dimensional Convolutional Neural Network

Journal of lightwave technology, 2020-06, Vol.38 (11), p.2992-2999

2020

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Aggressive Look-Up Table Compression by Principal Component Analysis for Digital Pre-Distortion in Optical Communication

Journal of lightwave technology, 2022-12, Vol.40 (24), p.7718-7726

2022

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Parallel Bisection-based Distribution Matching for Nonlinearity-tolerant Probabilistic Shaping in Coherent Optical Communication Systems

Journal of lightwave technology, 2021-10, Vol.39 (20), p.6459-6469

2021

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Low-Complexity Triplet-Correlative Perturbative Fiber Nonlinearity Compensation for Long-Haul Optical Transmission

Journal of lightwave technology, 2022-08, Vol.40 (16), p.5416-5425

2022

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A GAN Based Soft Failure Detection and Identification Framework for Long-Haul Coherent Optical Communication Systems

Journal of lightwave technology, 2023-04, Vol.41 (8), p.2312-2322

2023

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A Meta-Learning-Assisted Training Framework for Physical Layer Modeling in Optical Networks

Journal of lightwave technology, 2022-05, Vol.40 (9), p.2684-2695

2022

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Optical filtering impairment monitoring based on model fusion for optical networks

Optics express, 2022-07, Vol.30 (14), p.24639-24654

2022

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

Journal of lightwave technology, 2021-06, Vol.39 (11), p.3400-3411

2021

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ROADM-Induced Anomaly Localization and Evaluation for Optical Links Based on Receiver DSP and ML

Journal of lightwave technology, 2021-05, Vol.39 (9), p.2696-2703

2021

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Subcarrier-pairing entropy loading for digital subcarrier-multiplexing systems with colored-SNR distributions

Optics express, 2021-08, Vol.29 (18), p.28852-28863

2021

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Machine-learning-based telemetry for monitoring long-haul optical transmission impairments: methodologies and challenges [Invited]

Journal of optical communications and networking, 2021-10, Vol.13 (10), p.E94-E108

2021

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Digital twin of the atmospheric turbulence channel based on self-supervised deep learning algorithm

Physics letters. A, 2023-09, Vol.481, p.128992, Article 128992

2023

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Degenerated look-up table-based perturbative fiber nonlinearity compensation algorithm for probabilistically shaped signals

Optics express, 2020-04, Vol.28 (9), p.13401-13413

2020

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Single-step digital backpropagation for subcarrier-multiplexing transmissions

Optics express, 2019-12, Vol.27 (25), p.36680-36690

2019

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An overview of ML-based applications for next generation optical networks

Science China. Information sciences, 2020-06, Vol.63 (6), p.160302, Article 160302

2020

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Soft failure identification in optical networks based on convolutional neural network

45th European Conference on Optical Communication (ECOC 2019), 2019, p.404

2019

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Establishing the Relationship Between GMI and SNR in Optical Networks with Nonlinear Kerr Effect

2022 European Conference on Optical Communication (ECOC), 2022, p.1-3

2022

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Fourier Neural Operator Based Fibre Channel Modelling for Optical Transmission

2022 European Conference on Optical Communication (ECOC), 2022, p.1-4

2022

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Investigation of Decision-based Feedback Carrier Phase Recovery for High-order QAM Signals

2022 27th OptoElectronics and Communications Conference (OECC) and 2022 International Conference on Photonics in Switching and Computing (PSC), 2022, p.1-4

2022

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

State-dependent misalignment and turbulence effects on high-dimensional quantum key distribution with orbital angular momentum

AI-Based Modeling and Monitoring Techniques for Future Intelligent Elastic Optical Networks

Practical Performance Analysis of MDI-QKD with Orbital Angular Momentum on UAV Relay Platform

High-fidelity entanglement routing in quantum networks

Improvement of phase sensitivity in SU(1,1) interferometer using number-conserving operations

Soft Failure Identification for Long-haul Optical Communication Systems Based on One-dimensional Convolutional Neural Network

Aggressive Look-Up Table Compression by Principal Component Analysis for Digital Pre-Distortion in Optical Communication

Parallel Bisection-based Distribution Matching for Nonlinearity-tolerant Probabilistic Shaping in Coherent Optical Communication Systems

Low-Complexity Triplet-Correlative Perturbative Fiber Nonlinearity Compensation for Long-Haul Optical Transmission

A GAN Based Soft Failure Detection and Identification Framework for Long-Haul Coherent Optical Communication Systems

A Meta-Learning-Assisted Training Framework for Physical Layer Modeling in Optical Networks

Optical filtering impairment monitoring based on model fusion for optical networks

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

ROADM-Induced Anomaly Localization and Evaluation for Optical Links Based on Receiver DSP and ML

Subcarrier-pairing entropy loading for digital subcarrier-multiplexing systems with colored-SNR distributions

Machine-learning-based telemetry for monitoring long-haul optical transmission impairments: methodologies and challenges [Invited]

Digital twin of the atmospheric turbulence channel based on self-supervised deep learning algorithm

Degenerated look-up table-based perturbative fiber nonlinearity compensation algorithm for probabilistically shaped signals

Single-step digital backpropagation for subcarrier-multiplexing transmissions

An overview of ML-based applications for next generation optical networks

Soft failure identification in optical networks based on convolutional neural network

Establishing the Relationship Between GMI and SNR in Optical Networks with Nonlinear Kerr Effect

Fourier Neural Operator Based Fibre Channel Modelling for Optical Transmission

Investigation of Decision-based Feedback Carrier Phase Recovery for High-order QAM Signals

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