Survey on the use of machine learning for quality of transmission estimation in optical transport networks R Ayassi, A Triki, N Crespi, R Minerva, M Laye Journal of Lightwave Technology 40 (17), 5803-5815, 2022 | 39 | 2022 |
An overview on machine learning-based solutions to improve lightpath QoT estimation R Ayassi, A Triki, M Laye, N Crespi, R Minerva, C Catanese 2020 22nd International Conference on Transparent Optical Networks (ICTON), 1-4, 2020 | 20 | 2020 |
A fully connected neural network approach to mitigate fiber nonlinear effects in 200G DP-16-QAM transmission system C Catanese, R Ayassi, E Pincemin, Y Jaouën 2020 22nd International Conference on Transparent Optical Networks (ICTON), 1-4, 2020 | 18 | 2020 |
Machine learning models for alarm classification and failure localization in optical transport networks J Babbar, A Triki, R Ayassi, M Laye Journal of Optical Communications and Networking 14 (8), 621-628, 2022 | 14 | 2022 |
Bayesian optimization-based algorithm to improve the quality of transmission estimation R Ayassi, A Triki, M Laye, E Le Rouzic, N Crespi, R Minerva Photonic Networks and Devices, NeF2B. 3, 2021 | 12 | 2021 |
Field trial to assess Bayesian optimization for improving QoT estimation R Ayassi, A Triki, B Le Guyader, F Frank, T Marcot, E Le Rouzic, M Laye, ... 49th European Conference on Optical Communications (ECOC 2023) 2023, 389-392, 2023 | 5 | 2023 |
A Fully Connected Neural Network to Mitigate 200G DP-16-QAM Transmission System Impairments C Catanese, R Ayassi, E Pincemin, Y Jaouën Signal Processing in Photonic Communications, SpTh3I. 1, 2020 | 3 | 2020 |
Field Trial Demonstration of Digital Twin Assisted Network Optimization on a Production Network R Ayassi, X Yang, Y Pointurier, G Charlet, QT Nguyen, Y El Harraz 2024 International Conference on Optical Network Design and Modeling (ONDM), 1-3, 2024 | 1 | 2024 |
Artificial intelligence techniques to improve quality of transmission estimation in optical networks R Ayassi Institut Polytechnique de Paris, 2023 | | 2023 |
First Experimental Demonstration of Full Lifecycle Automation of Optical Network through Fine-Tuned LLM and Digital Twin C Sun, X Yang, N Di Cicco, R Ayassi, VV Garbhapu, PA Stavrou, ... | | |