Machine learning techniques for optical performance monitoring and modulation format identification: A survey

WS Saif, MA Esmail, AM Ragheb… - … Surveys & Tutorials, 2020 - ieeexplore.ieee.org
The trade-off between more user bandwidth and quality of service requirements introduces
unprecedented challenges to the next generation smart optical networks. In this regard, the …

Low-complexity and nonlinearity-tolerant modulation format identification using random forest

Y Zhao, C Shi, D Wang, X Chen, L Wang… - IEEE Photonics …, 2019 - ieeexplore.ieee.org
A novel low-complexity and nonlinearity-tolerant modulation format identification (MFI) using
random forest (RF) is proposed for the flexible coherent receivers (FCRs). The RF-based …

An effective modulation format identification based on intensity profile features for digital coherent receivers

L Jiang, L Yan, A Yi, Y Pan, M Hao, W Pan… - Journal of Lightwave …, 2019 - opg.optica.org
An effective and blind modulation format identification (MFI) scheme based on intensity
profile features is proposed for digital coherent receivers of elastic optical networks. Here …

Intelligent optical performance monitoring based on intensity and differential-phase features for digital coherent receivers

J Feng, L Jiang, L Yan, A Yi, W Pan… - Journal of Lightwave …, 2022 - ieeexplore.ieee.org
An intelligent optical performance monitoring scheme for simultaneous modulation format
identification (MFI) and optical signal-to-noise ratio (OSNR) monitoring is proposed and …

Identifying probabilistically shaped modulation formats through 2D stokes planes with two-stage deep neural networks

W Zhang, D Zhu, N Zhang, H Xu, X Zhang… - IEEE …, 2020 - ieeexplore.ieee.org
A lightweight two-stage convolutional (deep) neural network (CNN) based modulation
format identification (MFI) scheme is proposed and demonstrated for the polarization domain …

[PDF][PDF] 基于卷积神经网络的多任务光性能监测

鞠京泽, 刘庆添, 李宏钊, 胡炜, 冯天雄, 蒋林… - Acta Optica …, 2022 - researching.cn
摘要针对光纤传输系统中多重物理损伤效应严重影响传输性能的情况, 为保障高速光传输网络的
正常运行, 对传输信号进行光性能监测是必不可少的. 提出一种基于卷积神经网络(CNN) …

Blind optical modulation format identification assisted by signal intensity fluctuation for autonomous digital coherent receivers

L Jiang, L Yan, A Yi, Y Pan, M Hao, W Pan, B Luo - Optics Express, 2020 - opg.optica.org
A novel and blind optical modulation format identification (MFI) scheme assisted by signal
intensity fluctuation features is proposed for autonomous digital coherent receivers of next …

Blind and low-complexity modulation format identification based on signal envelope flatness for autonomous digital coherent receivers

X Jiang, M Hao, L Yan, L Jiang, X Xiong - Applied Optics, 2022 - opg.optica.org
Modulation format identification (MFI) is a critical technology for autonomous digital coherent
receivers in next-generation elastic optical networks. A novel and simple MFI scheme, to the …

A simple joint modulation format identification and OSNR monitoring scheme for IMDD OOFDM transceivers using K-nearest neighbor algorithm

Q Zhang, H Zhou, Y Jiang, B Cao, Y Li, Y Song… - Applied Sciences, 2019 - mdpi.com
Featured Application This paper provides a feasible method for modulation format
identification and OSNR monitoring. The application of KNN reduces complexity. Abstract In …

Joint modulation format identification and OSNR monitoring based on Stokes vector distribution features for digital coherent optical receivers

Z Pu, L Jiang, L Yan, A Yi, H He, W Pan… - Chinese Optics …, 2024 - opg.optica.org
For joint modulation format identification (MFI) and optical signal-to-noise ratio (OSNR)
monitoring, a simple and intelligent optical communication performance monitoring method …