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20182023
most citedMachine Learning-based Anomaly Detection in Optical Fiber Monitoring

135 citations · 608 across the 39 of their papers we have counts for

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Showing 2023Show all

6 papers · 1 filter

cs.LG2023★ 1 cited

Fault Monitoring in Passive Optical Networks using Machine Learning Techniques

Khouloud Abdelli, Carsten Tropschug, Helmut Griesser +1

Passive optical network (PON) systems are vulnerable to a variety of failures, including fiber cuts and optical network unit (ONU) transmitter/receiver failures. Any service interr…

cs.NI2023★ 15 cited

QoT estimation using EGN-assisted machine learning for multi-period network planning

Jasper Müller, Sai Kireet Patri, Tobias Fehenberger +3

The rapidly growing traffic demands in fiber-optical networks require flexibility and accuracy in configuring lightpaths, for which fast and accurate quality of transmission (QoT)…

cs.LG2023★ 23 cited

Faulty Branch Identification in Passive Optical Networks using Machine Learning

Khouloud Abdelli, Carsten Tropschug, Helmut Griesser +1

Passive optical networks (PONs) have become a promising broadband access network solution. To ensure a reliable transmission, and to meet service level agreements, PON systems have…

cs.LG2023

Branch Identification in Passive Optical Networks using Machine Learning

khouloud Abdelli, Carsten Tropschug, Helmut Griesser +2

A machine learning approach for improving monitoring in passive optical networks with almost equidistant branches is proposed and experimentally validated. It achieves a high diagn…

cs.NI2023★ 1 cited

Comparison of Single-Wavelength and Multi-Wavelength Transponders in a Physical-layer-aware Network Planning Study

Jasper Müller, Ognjen Jovanovic, Carmen Mas-Machuca +3

Based on suitable system architectures and realistic specifications, transmit OSNR penalties and spectral constraints of multi-wavelength transponders are identified and analyzed i…

cs.NI2023

Employing Channel Probing to Derive End-of-Life Service Margins for Optical Spectrum Services. To appear in OPTICA Journal of Optical Communications and Networking

K. Kaeval, F. Slyne, S. Troia +8

Optical Spectrum as a Service (OSaaS) spanning over multiple transparent optical network domains, can significantly reduce the investment and operational costs of the end-to-end se…