Multi-Task Learning Convolutional Neural Network and Optical Spectrums Enabled Optical Performance Monitoring

Multi-Task Learning Convolutional Neural Network and Optical Spectrums Enabled Optical Performance Monitoring

We propose a simultaneous optical signal recognition (OSR) and optical signal-to-noise ratio (OSNR) monitoring method by using multi-task learning convolutional neural network (MTL-CNN) in conjunction with optical spectrums, which enables optical performance monitoring (OPM) in the optical transmiss...

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Bibliographic Details
Main Authors: Chenglong Yu, Haoyu Wang, Changjian Ke, Zi Liang, Sheng Cui, Deming Liu
Format: Article
Language:English
Published: IEEE 2022-01-01
Series:IEEE Photonics Journal
Subjects:
Optical spectrum
convolutional neural network
multi-task learning
optical performance monitoring
optical signal recognition
optical signal-to-noise ratio monitoring
Online Access:https://ieeexplore.ieee.org/document/9721540/
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