Carsten Tropschug

Machine-learning-based anomaly detection in optical fiber monitoring

Khouloud Abdelli, Joo Yeon Cho, Florian Azendorf et al. · Journal of Optical Communications and Networking · 2022 · 114 citations · Full text

Fiber Fault Anomalies, Anomaly Detection, Machine Learning +19

Optical Fiber Fault Detection and Localization in a Noisy OTDR Trace Based on Denoising Convolutional Autoencoder and Bidirectional Long Short-Term Memory

Khouloud Abdelli, Helmut Grieser, Carsten Tropschug et al. · Journal of Lightwave Technology · 2021 · 49 citations · Full text

Optical Time-domain Reflectometry, Noisy Otdr Trace, Engineering +5

Reflective fiber fault detection and characterization using long short-term memory

Khouloud Abdelli, Helmut Grießer, Peter Ehrle et al. · Journal of Optical Communications and Networking · 2021 · 41 citations · Full text

Fault Diagnosis, Engineering, Machine Learning +21

Faulty branch identification in passive optical networks using machine learning

Khouloud Abdelli, Carsten Tropschug, Stephan Pachnicke · Journal of Optical Communications and Networking · 2023 · 18 citations · Full text

Fault Monitoring in Passive Optical Networks using Machine Learning Techniques

Khouloud Abdelli, Carsten Tropschug, Stephan Pachnicke · 2023 · 16 citations