Reducing Complexity and Enhancing Predictive Power of ML-Based Lightpath QoT Estimation via SHAP-Assisted Feature Selection
H Fawaz, F Arpanaei, D Andreoletti… - … on Optical Network …, 2024 - ieeexplore.ieee.org
In dynamic optical network planning, accurate estimation of the Quality-of-Transmission
(QoT) using Machine Learning (ML) for online lightpaths (LPs) is crucial. While existing …
(QoT) using Machine Learning (ML) for online lightpaths (LPs) is crucial. While existing …
Applications of Artificial Intelligence to Control and Analyze the Performance of Fiber-Optic Transmission Systems
X Ye - 2023 - theses.hal.science
The surging demands for internet traffic have necessitated continuous expansion in
opticalfiber communication systems capacity, cornerstone of global communication …
opticalfiber communication systems capacity, cornerstone of global communication …
Long-Short-Term QoT Prediction for Already Established Light-Path While Considering Light-Path Correlation
C Zhao, X Li, L Zhang, J Xin, D Li… - … Meetings (ACP/POEM), 2023 - ieeexplore.ieee.org
Long-Short-Term QoT Prediction for Already Established Light-Path While Considering Light-Path
Correlation Page 1 Long-Short-Term QoT Prediction for Already Established Light-Path While …
Correlation Page 1 Long-Short-Term QoT Prediction for Already Established Light-Path While …