Exact component parameter agnostic QoT estimation using spectral data-driven LSTM in optical networks LE Kruse, S Kühl, S Pachnicke Optical Fiber Communication Conference, Th1C. 1, 2022 | 8 | 2022 |
EDFA soft-failure detection and lifetime prediction based on spectral data using 1-D convolutional neural network L Kruse, S Pachnicke Photonic Networks; 22th ITG Symposium, 1-6, 2021 | 5 | 2021 |
Experimental investigation of spectral data enhanced QoT estimation LE Kruse, S Kühl, A Dochhan, S Pachnicke Journal of Lightwave Technology 41 (18), 5885-5894, 2023 | 3 | 2023 |
Experimental demonstration of soft-failure management using variational autoencoder and GAN on optical spectrum LE Kruse, S Kühl, A Dochhan, S Pachnicke 49th European Conference on Optical Communications (ECOC 2023) 2023, 420-423, 2023 | 2 | 2023 |
Joint QoT estimation and soft-failure localization using variational autoencoder LE Kruse, S Pachnicke 2023 International Conference on Optical Network Design and Modeling (ONDM), 1-3, 2023 | 2 | 2023 |
Generalizable QoT estimation based on spectral data driven LSTM in exact component parameter agnostic networks LE Kruse, S Kühl, S Pachnicke 2022 European Conference on Optical Communication (ECOC), 1-4, 2022 | 2 | 2022 |
Experimental investigation of machine-learning-based soft-failure management using the optical spectrum LE Kruse, S Kühl, A Dochhan, S Pachnicke Journal of Optical Communications and Networking 16 (2), 94-103, 2024 | 1 | 2024 |
56 Gbaud PAM-4 Transmission Equalization using Implicitly Masked Parallel Micro-Ring Resonator Reservoir Computing S Kühl, LE Kruse, S Pachnicke European Conference and Exhibition on Optical Communication, We2D. 4, 2022 | 1 | 2022 |
Experimental validation of exact component parameter agnostic QoT estimation using spectral data-driven LSTM over a 265.2 km SSMF link LE Kruse, S Pachnicke Photonic Networks; 23th ITG-Symposium, 1-5, 2022 | 1 | 2022 |
Monitoring Data Augmentation of Spectral Information using VAE and GAN for Soft-Failure Identification LE Kruse, S Kühl, A Dochhan, S Pachnicke Optical Fiber Communication Conference, M3I. 4, 2024 | | 2024 |
Experimental Validation of Machine Learning-Based Joint Failure Management and Quality of Transmission Estimation LE Kruse, S Kühl, A Dochhan, S Pachnicke IEEE Photonics Journal 15 (6), 1-9, 2023 | | 2023 |
Optical Monitoring of Second-Life Batteries Enhanced by Machine Learning LE Kruse, J Schill, O Landsiedel, S Pachnicke 2022 IEEE 13th International Symposium on Power Electronics for Distributed …, 2022 | | 2022 |
Comparison of Passive Photonic Reservoir Computing Architectures for Signal Equalization of Future Generation Intra-DCN and Mobile Fronthaul Systems S Kühl, LE Kruse, S Pachnicke | | |