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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 …
Building a digital twin for intelligent optical networks
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 …
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
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 …
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 …
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
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 …
Therefore, estimating the nonlinear signal-to-noise ratio (SNR_NL) is indispensable to …
Physics-Regulated Digital Backpropagation for Optical Fiber Systems with Imprecise Parameters
Current signal processing algorithms excel at impairment compensation when the
parameters of optical fiber systems are precisely defined. However, their effectiveness …
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 …
Physics Enhanced Neural Networks (MPENN) with Boundary Constraints and Damage …
End-to-end Optimization of Optical Communication Systems based on Directly Modulated Lasers
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 …
short-reach optical links. However, their limited modulation bandwidth can induce waveform …
Recent advances in digital twin for optical communications
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) …
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 …
optical fibre communication systems to enable the tremendous growth of Internet traffic …