New lower bounds on the capacity of optical fiber channels via optimized shaping and detection M Secondini, S Civelli, E Forestieri, LZ Khan Journal of Lightwave Technology 40 (10), 3197-3209, 2022 | 17 | 2022 |
Data augmentation to improve performance of neural networks for failure management in optical networks LZ Khan, J Pedro, N Costa, L De Marinis, A Napoli, N Sambo Journal of Optical Communications and Networking 15 (1), 57-67, 2022 | 13 | 2022 |
Optical network alarms classification using unsupervised machine learning LZ Khan, A Triki, M Laye, N Sambo 2022 27th OptoElectronics and Communications Conference (OECC) and 2022 …, 2022 | 7 | 2022 |
Data augmentation to improve machine learning for optical network failure management LZ Khan, J Pedro, N Costa, A Napoli, N Sambo 2022 European Conference on Optical Communication (ECOC), 1-4, 2022 | 5 | 2022 |
Dealing with High Cardinality of Network Management System Data for Machine-Learning-Based Alarm Classification LZ Khan, A Triki, M Laye, N Sambo IEEE, 2023 | 2 | 2023 |
Model-centric versus data-centric machine learning for soft-failure cause identification in optical networks LZ Khan, J Pedro, N Costa, A Napoli, N Sambo 49th European Conference on Optical Communications (ECOC 2023) 2023, 1027-1030, 2023 | 1 | 2023 |
Data Augmentation to Reduce Computational Complexity of Neural-Network-Based Soft-Failure Cause Identifier LZ Khan, PJ Freire, J Pedro, N Costa, A Napoli, N Sambo 2023 Optical Fiber Communications Conference and Exhibition (OFC), 1-3, 2023 | 1 | 2023 |
Optimizing Deep Learning-Based Failure Management in Optical Networks by Monitoring Relative Neural Activity LZ Khan, J Pedro, O Ayoub, N Costa, A Sgambelluri, L De Marinis, ... 2024 International Conference on Optical Network Design and Modeling (ONDM), 1-3, 2024 | | 2024 |
Model and data-centric machine learning algorithms to address data scarcity for failure identification LZ Khan, J Pedro, N Costa, A Sgambelluri, A Napoli, N Sambo Journal of Optical Communications and Networking 16 (3), 369-381, 2024 | | 2024 |