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Stephan Pachnicke

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Experimental Investigation of Machine Learning based Soft-Failure Management using the Optical Spectrum

Dec 12, 2023
Lars E. Kruse, Sebastian Kühl, Annika Dochhan, Stephan Pachnicke

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Fault Monitoring in Passive Optical Networks using Machine Learning Techniques

Jul 08, 2023
Khouloud Abdelli, Carsten Tropschug, Helmut Griesser, Stephan Pachnicke

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Faulty Branch Identification in Passive Optical Networks using Machine Learning

Apr 03, 2023
Khouloud Abdelli, Carsten Tropschug, Helmut Griesser, Stephan Pachnicke

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Branch Identification in Passive Optical Networks using Machine Learning

Apr 01, 2023
khouloud Abdelli, Carsten Tropschug, Helmut Griesser, Sander Jansen, Stephan Pachnicke

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Probabilistic Shaping for High-Speed Unamplified IM/DD Systems with an O-Band EML

Mar 30, 2023
Md Sabbir-Bin Hossain, Georg Bocherer, Talha Rahman, Tom Wettlin, Nebojsa Stojanovic, Stefano Calabro, Stephan Pachnicke

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Degradation Prediction of Semiconductor Lasers using Conditional Variational Autoencoder

Nov 05, 2022
Khouloud Abdelli, Helmut Griesser, Christian Neumeyr, Robert Hohenleitner, Stephan Pachnicke

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

Nov 05, 2022
Khouloud Abdelli, Helmut Griesser, Stephan Pachnicke

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Experimental Comparison of PAM-8 Probabilistic Shaping with Different Gaussian Orders at 200 Gb/s Net Rate in IM/DD System with O-Band TOSA

Jun 14, 2022
Md Sabbir-Bin Hossain, Georg Böcherer, Youxi Lin, Shuangxu Li, Stefano Calabrò, Andrei Nedelcu, Talha Rahman, Tom Wettlin, Jinlong Wei, Nebojša Stojanović, Changsong Xie, Maxim Kuschnerov, Stephan Pachnicke

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Experimental Comparison of Cap and Cup Probabilistically Shaped PAM for O-Band IM/DD Transmission System

May 18, 2022
Md Sabbir-Bin Hossain, Georg Boecherer, Talha Rahman, Nebojsa Stojanovic, Patrick Schulte, Stefano Calabrò, Jinlong Wei, Christian Bluemm, Tom Wettlin, Changsong Xie, Maxim Kuschnerov, Stephan Pachnicke

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Machine Learning based Laser Failure Mode Detection

Mar 19, 2022
Khouloud Abdelli, Danish Rafique, Stephan Pachnicke

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