Physical Status Representation in Multiple Administrative Optical Networks by Federated Unsupervised Learning

Flexible Technologies to Increase Optical Network Capacity

(2022) Andrew Lord et al.   PROCEEDINGS OF THE IEEE

Automated training dataset collection system design for machine learning application in optical networks: an example of quality of transmission estimation

(2021) Jianing Lu et al.   Journal of Optical Communications and Networking

Low Complexity OSNR Monitoring and Modulation Format Identification Based on Binarized Neural Networks

(2020) Yilun Zhao et al.   JOURNAL OF LIGHTWAVE TECHNOLOGY

OSNR Estimation Providing Self-Confidence Level as Auxiliary Output From Neural Networks

(2019) Takahito Tanimura et al.   JOURNAL OF LIGHTWAVE TECHNOLOGY

Transfer learning assisted deep neural network for OSNR estimation

(2019) Le Xia et al.   OPTICS EXPRESS

Robust and Communication-Efficient Federated Learning From Non-i.i.d. Data

(2019) Felix Sattler et al.   IEEE Transactions on Neural Networks and Learning Systems

Simple Learning Method to Guarantee Operational Range of Optical Monitors

(2018) Takahito Tanimura et al.   Journal of Optical Communications and Networking

Convolutional Neural Network-Based Optical Performance Monitoring for Optical Transport Networks

(2018) Takahito Tanimura et al.   Journal of Optical Communications and Networking

Machine Learning Techniques for Optical Performance Monitoring From Directly Detected PDM-QAM Signals

(2017) Jakob Thrane et al.   JOURNAL OF LIGHTWAVE TECHNOLOGY

Optical Performance Monitoring Using Artificial Neural Networks Trained With Empirical Moments of Asynchronously Sampled Signal Amplitudes

(2012) Faisal Nadeem Khan et al.   IEEE PHOTONICS TECHNOLOGY LETTERS

Applications of Artificial Neural Networks in Optical Performance Monitoring

(2009) Xiaoxia Wu et al.   JOURNAL OF LIGHTWAVE TECHNOLOGY

Optical Performance Monitoring in Digital Coherent Receivers

(2009) F.N. Hauske et al.   JOURNAL OF LIGHTWAVE TECHNOLOGY