A review of machine learning-based failure management in optical networks

D Wang, C Zhang, W Chen, H Yang, M Zhang… - Science China …, 2022 - Springer
Failure management plays a significant role in optical networks. It ensures secure operation,
mitigates potential risks, and executes proactive protection. Machine learning (ML) is …

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 [Invited Tutorial]

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 …

Physics-informed neural network for optical fiber parameter estimation from the nonlinear Schrödinger equation

X Jiang, D Wang, X Chen… - Journal of Lightwave …, 2022 - ieeexplore.ieee.org
For any system that follows rigorous mathematical and physical theories like fiber-optic
system, system parameter estimation is crucial for system detection and monitoring. In this …

Performance limit of fiber-longitudinal power profile estimation methods

T Sasai, E Yamazaki, Y Kisaka - Journal of Lightwave Technology, 2023 - opg.optica.org
This paper presents analytical results on longitudinal power profile estimation (PPE)
methods, which visualize signal power evolution in optical fibers at a coherent receiver. The …

Proposal of linear least squares for fiber-nonlinearity-based longitudinal power monitoring in multi-span link

T Sasai, E Yamazaki, M Nakamura… - … (OECC) and 2022 …, 2022 - ieeexplore.ieee.org
Proposal of Linear Least Squares for Fiber-Nonlinearity-Based Longitudinal Power Monitoring
in Multi-Span Link Page 1 OECC/PSC 2022 ©IEICE Proposal of Linear Least Squares for …

Dynamic optical path provisioning for alien access links: architecture, demonstration, and challenges

H Nishizawa, T Sasai, T Inoue… - IEEE …, 2023 - ieeexplore.ieee.org
With the spread of datacenter interconnect (DCI) and private 5G, there is a growing demand
for dynamically established connections between customer locations via high-capacity …

Robust longitudinal power profile estimation in optical networks using MMSE with complex scaling factor

I Kim, O Vassilieva, R Shinzaki, M Eto… - Optical Fiber …, 2023 - opg.optica.org
Robust Longitudinal Power Profile Estimation in Optical Networks using MMSE with Complex
Scaling Factor Page 1 Robust Longitudinal Power Profile Estimation in Optical Networks using …

Closed-form expressions for fiber-nonlinearity-based longitudinal power profile estimation methods

T Sasai, E Yamazaki, M Nakamura… - … Conference on Optical …, 2022 - ieeexplore.ieee.org
Closed-form expressions for longitudinal power profile estimation methods (correlation and
MMSE) are derived. Findings indicate that the spatial resolution of correlation methods is …

0.77-dB anomaly loss localization based on DSP-Based fiber-longitudinal power estimation using linear least squares

T Sasai, M Nakamura, E Yamazaki… - Optical Fiber …, 2023 - opg.optica.org
Conference title, upper and lower case, bolded, 18 point type, centered Page 1 0.77-dB Anomaly
Loss Localization Based on DSP-Based Fiber-Longitudinal Power Estimation Using Linear Least …