Exact component parameter agnostic QoT estimation using spectral data-driven LSTM in optical networks. - Lars E. Kruse; Sebastian Kühl; Stephan Pachnicke (OFC, 2022)

Joint QoT Estimation and Soft-Failure Localization using Variational Autoencoder. - Lars E. Kruse; Stephan Pachnicke (ONDM, 2023)

Comparison of Passive Photonic Reservoir Computing Architectures for Signal Equalization of Future Generation Intra-DCN and Mobile Fronthaul Systems. - Sebastian Kühl; Lars E. Kruse; Stephan Pachnicke (ICTON, 2024)

Monitoring Data Augmentation of Spectral Information using VAE and GAN for Soft-Failure Identification. - Lars E. Kruse; Sebastian Kühl; Annika Dochhan; Stephan Pachnicke (OFC, 2024)

Machine Learning based Reliability Assurance in Optical Networks / Lars Eike Kruse ; Gutachter: Carmen Mas Machuca ; Betreuer: Stephan Pachnicke. - Lars E. Kruse (2024)

Experimental investigation of machine-learning-based soft-failure management using the optical spectrum. - Lars E. Kruse; Sebastian Kühl; Annika Dochhan; Stephan Pachnicke (J. Opt. Commun. Netw., 2024)