Toward deployments of ML applications in optical networks P Paudyal, S Shen, S Yan, D Simeonidou IEEE Photonics Technology Letters 33 (11), 537-540, 2021 | 11 | 2021 |
986 km Field Trial of Cascaded ANN-based Link-Penalty Models for QoT Prediction R Yang, S Shen, H Li, Z Shi, R Wang, R Nejabati, S Yan, D Simeonidou Optical Fiber Communications Conference and Exhibition (OFC 2023), 1-3, 2023 | 7 | 2023 |
Application of the XGBOOST on the assessment of transient stability of power system S Shen, Q Liu, X Tao, S Ni 2019 International Conference on Electronical, Mechanical and Materials …, 2019 | 5 | 2019 |
LSTM Assisted Optical Transmission Performance Analysis over a 493-km Field-Trial S Shen, R Yang, H Li, Z Shi, R Wang, R Nejabati, S Yan, D Simeonidou Optical Fiber Communications Conference and Exhibition (OFC 2023), W4G. 4, 2023 | 4 | 2023 |
DRL-based RMSCA for SDM networks with core switching in multi-core fibres Y Teng, R Yang, C Natalino, S Shen, P Monti, R Nejabati, S Yan, ... 2023 International Conference on Photonics in Switching and Computing (PSC), 1-3, 2023 | 3 | 2023 |
Deep-reinforcement-learning-based RMSCA for space division multiplexing networks with multi-core fibers [Invited Tutorial] Y Teng, C Natalino, H Li, R Yang, J Majeed, S Shen, P Monti, R Nejabati, ... Journal of Optical Communications and Networking 16 (7), C76-C87, 2024 | 2 | 2024 |
NetMind: Adaptive RAN Baseband Function Placement by GCN Encoding and Maze-solving DRL H Li, P Li, KD Assis, A Aijaz, S Shen, R Nejabati, S Yan, D Simeonidou arXiv preprint arXiv:2401.06722, 2024 | 2 | 2024 |
Field-trial demonstration of ML deployment in optical networks using telemetry and AI engine S Shen, R Yang, H Li, Y Teng, R Wang, R Nejabati, S Yan, D Simeonidou 49th European Conference on Optical Communications (ECOC 2023) 2023, 1126-1129, 2023 | 2 | 2023 |
End-to-end QoT Predictions enhanced by GNPy-based Digital Twin with Network Telemetry S Shen, H Li, A Tyrovolas, Y Teng, R Nejabati, S Yan, D Simeonidou 2024 Optical Fiber Communications Conference and Exhibition (OFC), 1-3, 2024 | 1 | 2024 |
Field trial demonstration of AI-engine driven cross-domain rerouting and optimisation in dynamic optical networks R Yang, H Li, Y Teng, S Shen, R Wang, R Oliveira, R Nejabati, S Yan, ... 49th European Conference on Optical Communications (ECOC 2023) 2023, 1726-1729, 2023 | 1 | 2023 |
Unified Monitoring and Telemetry Platform for Future Intelligent Optical Networks S Shen, J Han, H Li, Y Teng, S Yan, D Simeonidou 2024 24th International Conference on Transparent Optical Networks (ICTON), 1-5, 2024 | | 2024 |