Digital Twin of Optical Networks: A Review of Recent Advances and Future Trends
Digital twin (DT) has revolutionized optical communication networks by enabling their full life-
cycle management, including planning, prediction, optimization, upgrade, and …
cycle management, including planning, prediction, optimization, upgrade, and …
OptiComm-GPT: a GPT-based versatile research assistant for optical fiber communication systems
With the increasing capacity and complexity of optical fiber communication systems, both
academic and industrial requirements for the essential tasks of transmission systems …
academic and industrial requirements for the essential tasks of transmission systems …
Fourier Neural Operator Accelerated Fast and Accurate Optical Fiber Transmission Modeling
Optical signal transmission in optical fiber links is governed by nonlinear Schrödinger
equation (NLSE). Fast and accurate modeling the propagation of optical signals is crucial for …
equation (NLSE). Fast and accurate modeling the propagation of optical signals is crucial for …
Deep Learning Waveform Modeling for Wideband Optical Fiber Channel Transmission: Challenges and Potential Solutions
M Shi, H Yang, Z Niu, C Zeng, J Xiao, Y Zhang… - arXiv preprint arXiv …, 2025 - arxiv.org
Fast and accurate optical fiber communication simulation system are crucial for optimizing
optical networks, developing digital signal processing algorithms, and performing end-to …
optical networks, developing digital signal processing algorithms, and performing end-to …
Co-LSTM-based fiber link modeling with ASE noise tracking for long-haul coherent optical transmission
In this Letter, a novel, to the best of our knowledge, channel modeling scheme based on
cascading chromatic dispersion-nonlinearity feature decoupling modules is proposed with …
cascading chromatic dispersion-nonlinearity feature decoupling modules is proposed with …
High-Precision and Flexible Optical Fiber Channel Modelling for 140 GBaud WDM System Using a Nonlinear Feature Decoupled Distributed Scheme
M Shi, Z Niu, C Zeng, H Yang, W Hu… - … Conference (ACP) and …, 2024 - ieeexplore.ieee.org
High-Precision and Flexible Optical Fiber Channel Modelling for 140 GBaud WDM System
Using a Nonlinear Feature Decoupled Distrib Page 1 High-Precision and Flexible Optical Fiber …
Using a Nonlinear Feature Decoupled Distrib Page 1 High-Precision and Flexible Optical Fiber …
MLP-Mixer for Optical Fiber Channel Modeling in WDM Transmission System Based on Feature Decoupling Distributed Method
Y Fu, T Bo, M Zhai, Y Zhou, W Zhuang… - 2024 Asia …, 2024 - ieeexplore.ieee.org
We propose to integrate MLP-Mixer with feature decoupling distributed technique for
modeling the signal propagation in optical fiber channel. It exhibits high accuracy and low …
modeling the signal propagation in optical fiber channel. It exhibits high accuracy and low …
[PDF][PDF] PINN-TI: Physical Information embedded in Neural Networks for solving ordinary differential equations with Time-varying Inputs
X Zhao, YT Shi, K Zhao - 2024 - scholar.archive.org
Modeling and predicting the dynamics of multiphysics and multiscale systems with hidden
physics methods is often costly, requiring different formulations and complex computer …
physics methods is often costly, requiring different formulations and complex computer …