135 citations · 353 across the 18 of their papers we have counts for
4 papers · 1 filter
Threat Classification on Deployed Optical Networks Using MIMO Digital Fiber Sensing, Wavelets, and Machine Learning
Khouloud Abdelli, Henrique Pavani, Christian Dorize +4
We demonstrate mechanical threats classification including jackhammers and excavators, leveraging wavelet transform of MIMO-DFS output data across a 57-km operational network link.…
Unsupervised Anomaly Detection and Localization with Generative Adversarial Networks
Khouloud Abdelli, Matteo Lonardi, Jurgen Gripp +3
We propose a novel unsupervised anomaly detection approach using generative adversarial networks and SOP-derived spectrograms. Demonstrating remarkable efficacy, our method achieve…
Degradation Prediction of Semiconductor Lasers using Conditional Variational Autoencoder
Khouloud Abdelli, Helmut Griesser, Christian Neumeyr +2
Semiconductor lasers have been rapidly evolving to meet the demands of next-generation optical networks. This imposes much more stringent requirements on the laser reliability, whi…
A Machine Learning-based Framework for Predictive Maintenance of Semiconductor Laser for Optical Communication
Khouloud Abdelli, Helmut Griesser, Stephan Pachnicke
Semiconductor lasers, one of the key components for optical communication systems, have been rapidly evolving to meet the requirements of next generation optical networks with resp…