Digital twin of optical networks: a review of recent advances and future trends

D Wang, Y Song, Y Zhang, X Jiang… - Journal of Lightwave …, 2024 - ieeexplore.ieee.org
Digital twin (DT) has revolutionized optical communication networks by enabling their full life-
cycle management, including planning, prediction, optimization, upgrade, and …

Building a digital twin for intelligent optical networks

Q Zhuge, X Liu, Y Zhang, M Cai, Y Liu… - Journal of Optical …, 2023 - opg.optica.org
To support the development of intelligent optical networks, accurate modeling of the physical
layer is crucial. Digital twin (DT) modeling, which relies on continuous learning with real-time …

End-to-end optimization of optical communication systems based on directly modulated lasers

S Hernandez, C Peucheret, F Da Ros… - Journal of Optical …, 2024 - opg.optica.org
The use of directly modulated lasers (DMLs) is attractive in low-power, cost-constrained
short-reach optical links. However, their limited modulation bandwidth can induce waveform …

AI-driven digital twin for optical networks

Q Zhuge - European Conference and Exhibition on Optical …, 2022 - opg.optica.org
Building digital twin for self-driving optical networks requires physical layer modeling,
impairment monitoring and adaptive learning technologies. This tutorial will review the …

Nonlinear SNR estimation based on the data augmentation-assisted DNN with a small-scale dataset

W Zhao, Y Cheng, M **ang, M Tang, Y Qin, S Fu - Optics Express, 2022 - opg.optica.org
Fiber nonlinearity is one of the major impairments for long-haul transmission systems.
Therefore, estimating the nonlinear signal-to-noise ratio (SNR_NL) is indispensable to …

Physics-Regulated Digital Backpropagation for Optical Fiber Systems with Imprecise Parameters

J Zhang, L Zhang, X Yu, Z Wang… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Current signal processing algorithms excel at impairment compensation when the
parameters of optical fiber systems are precisely defined. However, their effectiveness …

Quantitative health evaluation of frame structures using multi-physics enhanced neural networks with boundary constraints and damage consistency and its …

K Zheng, H Guo, J Di, C Liu - Structures, 2025 - Elsevier
To quantify the safety status of frame structures and perform health evaluation, a Multi-
Physics Enhanced Neural Networks (MPENN) with Boundary Constraints and Damage …

End-to-end Optimization of Optical Communication Systems based on Directly Modulated Lasers

C Peucheret, F Da Ros, D Zibar - arxiv preprint arxiv:2405.09907, 2024 - arxiv.org
The use of directly modulated lasers (DMLs) is attractive in low-power, cost-constrained
short-reach optical links. However, their limited modulation bandwidth can induce waveform …

Recent advances in digital twin for optical communications

D Wang, Y Song, Y Shi, S Shen, S Huang… - IET Conference …, 2023 - IET
Recent advances in digital twin for optical communications Page 1 Recent Advances in
Digital Twin for Optical Communications Danshi Wang(1), Yuchen Song(1), Yan Shi(2) …

Ultra-Wideband Fibre-Optic Systems in the Nonlinear Regime

Z Gan - 2025 - repository.cam.ac.uk
Increasing transmission data rates and bandwidth efficiency urgently need to be solved for
optical fibre communication systems to enable the tremendous growth of Internet traffic …