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Sen Shen
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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
92021
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
52019
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
32023
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
32023
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
12023
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
12023
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
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
2024
End-to-end QoT Predictions enhanced by GNPy-based Digital Twin with Network Telemetry
S Shen, O Li, A Tyrovolas, Y Teng, R Nejabati, S Yan, D Simeonidou
Optical Fiber Communications Conference and Exhibition, 1-3, 2023
2023
Field Trial Demonstration of AI-Engine Driven Cross-Domain Rerouting and Optimisation in Dynamic Optical Networks
M Yang, O Li, Y Teng, S Shen, R Wang, RD Oliveira, R Nejabati, S Yan, ...
49th European Conference on Optical Communications (ECOC 2023), 1-4, 2023
2023
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