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05/12/2023
QoT estimation using EGN-assisted machine learning for multi-period network planning
The rapidly growing traffic demands in fiber-optical networks require fl...
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03/25/2022
DeepALM: Holistic Optical Network Monitoring based on Machine Learning
We demonstrate a machine learning-based optical network monitoring syste...
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02/20/2022
Transmission-Aware Bandwidth Variable Transceiver Allocation in DWDM Optical Networks
This paper addresses the transmission-aware transceiver allocation probl...
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12/07/2021
A QoT Estimation Method using EGN-assisted Machine Learning for Network Planning Applications
An ML model based on precomputed per-channel SCI is proposed. Due to its...
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12/07/2021
Estimating Quality of Transmission in a Live Production Network using Machine Learning
We demonstrate QoT estimation in a live network utilizing neural network...
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12/08/2020
Planning Optical Networks for Unexpected Traffic Growth
A lightpath configuration algorithm considering a multi-period traffic m...
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05/15/2020
HeCSON: Heuristic for Configuration Selectionin Optical Network Planning
We present a transceiver configuration selection heuristic combining Enh...
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03/27/2020