Machine Learning Based Laser Failure Mode Detection. - Khouloud Abdelli; Danish Rafique; Stephan Pachnicke (ICTON, 2019)

Machine Learning Based Data Driven Diagnostic and Prognostic Approach for Laser Reliability Enhancement. - Khouloud Abdelli; Helmut Grießer; Stephan Pachnicke (ICTON, 2020)

Lifetime Prediction of 1550 nm DFB Laser using Machine Learning Techniques. - Khouloud Abdelli; Danish Rafique; Helmut Grießer; Stephan Pachnicke (OFC, 2020)

Gated Recurrent Unit based Autoencoder for Optical Link Fault Diagnosis in Passive Optical Networks. - Khouloud Abdelli; Florian Azendorf; Helmut Grießer; Carsten Tropschug; Stephan Pachnicke (ECOC, 2021)

Secure Collaborative Learning for Predictive Maintenance in Optical Networks. - Khouloud Abdelli; Joo Yeon Cho; Stephan Pachnicke (NordSec, 2021)

A BiLSTM-CNN based Multitask Learning Approach for Fiber Fault Diagnosis. - Khouloud Abdelli; Helmut Grießer; Carsten Tropschug; Stephan Pachnicke (OFC, 2021)

Reflective fiber fault detection and characterization using long short-term memory. - Khouloud Abdelli; Helmut Grießer; Peter Ehrle; Carsten Tropschug; Stephan Pachnicke (JOCN, 2021)

Federated Learning Approach for Lifetime Prediction of Semiconductor Lasers. - Khouloud Abdelli; Helmut Grießer; Stephan Pachnicke (OFC, 2022)

DeepALM: Holistic Optical Network Monitoring based on Machine Learning. - Joo Yeon Cho; Jose-Juan Pedreno-Manresa; Sai Kireet Patri; Khouloud Abdelli; Carsten Tropschug; Jim Zou; Piotr Rydlichowski (OFC, 2022)

ML-based Anomaly Detection in Optical Fiber Monitoring. - Khouloud Abdelli; Joo Yeon Cho; Carsten Tropschug (CoRR, 2022)

A Hybrid CNN-LSTM Approach for Laser Remaining Useful Life Prediction. - Khouloud Abdelli; Helmut Griesser; Stephan Pachnicke (CoRR, 2022)

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 Griesser; Carsten Tropschug; Stephan Pachnicke (CoRR, 2022)

Convolutional Neural Networks for Reflective Event Detection and Characterization in Fiber Optical Links Given Noisy OTDR Signals. - Khouloud Abdelli; Helmut Griesser; Stephan Pachnicke (CoRR, 2022)

Reflective Fiber Faults Detection and Characterization Using Long-Short-Term Memory. - Khouloud Abdelli; Helmut Griesser; Peter Ehrle; Carsten Tropschug; Stephan Pachnicke (CoRR, 2022)

A Machine Learning-based Framework for Predictive Maintenance of Semiconductor Laser for Optical Communication. - Khouloud Abdelli; Helmut Griesser; Stephan Pachnicke (CoRR, 2022)

Degradation Prediction of Semiconductor Lasers using Conditional Variational Autoencoder. - Khouloud Abdelli; Helmut Griesser; Christian Neumeyr; Robert Hohenleitner; Stephan Pachnicke (CoRR, 2022)

Machine-learning-based anomaly detection in optical fiber monitoring. - Khouloud Abdelli; Joo Yeon Cho; Florian Azendorf; Helmut Griesser; Carsten Tropschug; Stephan Pachnicke (JOCN, 2022)

Machine Learning-based Predictive Maintenance for Optical Networks - Khouloud Abdelli (2022)

Dataset for Optical fiber faults. - Khouloud Abdelli; Florian Azendorf; Carsten Tropschug; Helmut Griesser; Stephan Pachnicke; Joo Choo (IEEE DataPort, 2022)

An OTDR dataset for optical fiber monitoring. - Khouloud Abdelli; Helmut Griesser; Peter Ehrle; Carsten Tropschug; Stephan Pachnicke (IEEE DataPort, 2022)

Synthetic tunable edge-emitting laser reliability dataset. - Khouloud Abdelli; Helmut Griesser; Stephan Pachnicke (IEEE DataPort, 2022)

Reliability Data for Laser Lifetime Prediction. - Khouloud Abdelli; Danish Rafique; Helmut Griesser; Stephan Pachnicke (IEEE DataPort, 2022)

An OTDR event dataset. - Khouloud Abdelli; Carsten Tropschug; Helmut Griesser; Stephan Pachnicke (IEEE DataPort, 2022)

Fault Monitoring in Passive Optical Networks using Machine Learning Techniques. - Khouloud Abdelli; Carsten Tropschug; Helmut Griesser; Stephan Pachnicke (ICTON, 2023)

Branch Identification in Passive Optical Networks using Machine Learning. - Khouloud Abdelli; Carsten Tropschug; Helmut Grießer; Sander Jansen; Stephan Pachnicke (OFC, 2023)

Branch Identification in Passive Optical Networks using Machine Learning. - Khouloud Abdelli; Carsten Tropschug; Helmut Griesser; Sander Lars Jansen; Stephan Pachnicke (CoRR, 2023)

Faulty branch identification in passive optical networks using machine learning. - Khouloud Abdelli; Carsten Tropschug; Helmut Griesser; Stephan Pachnicke (JOCN, 2023)

Computer Vision for Anomaly Detection in Optical Networks with State of Polarization Image Data: Opportunities and Challenges. - Khouloud Abdelli; Matteo Lonardi; Jürgen Gripp; Samuel Olsson; Fabien Boitier; Patricia Layec (ICTON, 2024)

Anomaly Detection and Localization in Optical Networks Using Vision Transformer and SOP Monitoring. - Khouloud Abdelli; Matteo Lonardi; Jürgen Gripp; Diego Correa; Samuel Olsson; Fabien Boitier; Patricia Layec (OFC, 2024)

Unsupervised Anomaly Detection and Localization with Generative Adversarial Networks. - Khouloud Abdelli; Matteo Lonardi; Jürgen Gripp; Samuel Olsson; Fabien Boitier; Patricia Layec (CoRR, 2024)

Weather-Adaptive Multi-Step Forecasting of State of Polarization Changes in Aerial Fibers Using Wavelet Neural Networks. - Khouloud Abdelli; Matteo Lonardi; Jürgen Gripp; Samuel Olsson; Fabien Boitier; Patricia Layec (CoRR, 2024)

Threat Classification on Deployed Optical Networks Using MIMO Digital Fiber Sensing, Wavelets, and Machine Learning. - Khouloud Abdelli; Henrique Pavani; Christian Dorize; Sterenn Guerrier; Haïk Mardoyan; Patricia Layec; Jeremie Renaudier (CoRR, 2024)

Risky event classification leveraging transfer learning for very limited datasets in optical networks. - Khouloud Abdelli; Matteo Lonardi; Jürgen Gripp; Samuel Olsson; Fabien Boitier; Patricia Layec (J. Opt. Commun. Netw., 2024)

Boosting Mechanical Event Classification with Limited Field Data via Conditional GANs and Knowledge Distillation. - Khouloud Abdelli; Christian Dorize; Sterenn Guerrier; Haïk Mardoyan; Patricia Layec; Jeremie Renaudier (OFC, 2025)

Dual-Mentor Guided Incremental Learning for Robust Anomaly Detection in Optical Networks. - Khouloud Abdelli; Matteo Lonardi; Fabien Boitier; D. Correa; Jürgen Gripp; S. Olsson; Patricia Layec (OFC, 2025)

Sensing, Learning, and Protecting Optical Networks. - Patricia Layec; Camille Delezoide; Khouloud Abdelli; Fabien Boitier (OFC, 2025)