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20162023
most citedArtificial Intelligence (AI) Methods in Optical Networks: A Comprehensive Survey

353 citations

Showing 2022Show all

15 papers · 1 filter

cs.LG202211 cited

Degradation Prediction of Semiconductor Lasers using Conditional Variational Autoencoder

Khouloud Abdelli, Helmut Griesser, Christian Neumeyr +2

Semiconductor lasers have been rapidly evolving to meet the demands of next-generation optical networks. This imposes much more stringent requirements on the laser reliability, whi…

cs.LG202225 cited

A Machine Learning-based Framework for Predictive Maintenance of Semiconductor Laser for Optical Communication

Khouloud Abdelli, Helmut Griesser, Stephan Pachnicke

Semiconductor lasers, one of the key components for optical communication systems, have been rapidly evolving to meet the requirements of next generation optical networks with resp…

physics.ins-det2022

Hollow-core fiber Characterization with Correlation-Optical Time Domain Reflectometry

Florian Azendorf, Bernhard Schmauss, Bo Shi +3

Using a Correlation-OTDR, we characterized the temperature-induced group delay variations of two nested antiresonant nodeless hollow core fibers. The temperature sensitivity of bot…

eess.SP2022

Reconfigurable Optical Networks with Self-Tunable Transceivers: Implementation Options and Control

Michael H. Eiselt

This paper reviews methods for autonomous tuning of optical transceivers, based on an overhead management channel between the modules on both sides of the link. Different implement…

cs.NI2022135 cited

Machine Learning-based Anomaly Detection in Optical Fiber Monitoring

Khouloud Abdelli, Joo Yeon Cho, Florian Azendorf +3

Secure and reliable data communication in optical networks is critical for high-speed Internet. However, optical fibers, serving as the data transmission medium providing connectiv…

cs.NI202250 cited

Reflective Fiber Faults Detection and Characterization Using Long-Short-Term Memory

Khouloud Abdelli, Helmut Griesser, Peter Ehrle +2

To reduce operation-and-maintenance expenses (OPEX) and to ensure optical network survivability, optical network operators need to detect and diagnose faults in a timely manner and…