Khouloud Abdelli

40 papers Journal 24Unranked 15

Year	Rank	Type	Title / Venue / Authors
2025	—	`conf`	Boosting Mechanical Event Classification with Limited Field Data via Conditional GANs and Knowledge Distillation. OFC Khouloud Abdelli, Christian Dorize, Sterenn Guerrier, Haïk Mardoyan, Patricia Layec, Jeremie Renaudier
2025	—	`conf`	Dual-Mentor Guided Incremental Learning for Robust Anomaly Detection in Optical Networks. OFC Khouloud Abdelli, Matteo Lonardi, Fabien Boitier, D. Correa, Jürgen Gripp, S. Olsson, Patricia Layec
2025	—	`conf`	Sensing, Learning, and Protecting Optical Networks. OFC Patricia Layec, Camille Delezoide, Khouloud Abdelli, Fabien Boitier
2024	—	`conf`	Anomaly Detection and Localization in Optical Networks Using Vision Transformer and SOP Monitoring. OFC Khouloud Abdelli, Matteo Lonardi, Jürgen Gripp, Diego Correa, Samuel Olsson, Fabien Boitier, Patricia Layec
2024	—	`conf`	Computer Vision for Anomaly Detection in Optical Networks with State of Polarization Image Data: Opportunities and Challenges. ICTON Khouloud Abdelli, Matteo Lonardi, Jürgen Gripp, Samuel Olsson, Fabien Boitier, Patricia Layec
2024	J	`jnl`	Risky event classification leveraging transfer learning for very limited datasets in optical networks. J. Opt. Commun. Netw. Khouloud Abdelli, Matteo Lonardi, Jürgen Gripp, Samuel Olsson, Fabien Boitier, Patricia Layec
2024	J	`jnl`	Threat Classification on Deployed Optical Networks Using MIMO Digital Fiber Sensing, Wavelets, and Machine Learning. CoRR Khouloud Abdelli, Henrique Pavani, Christian Dorize, Sterenn Guerrier, Haïk Mardoyan, Patricia Layec, Jeremie Renaudier
2024	J	`jnl`	Unsupervised Anomaly Detection and Localization with Generative Adversarial Networks. CoRR Khouloud Abdelli, Matteo Lonardi, Jürgen Gripp, Samuel Olsson, Fabien Boitier, Patricia Layec
2024	J	`jnl`	Weather-Adaptive Multi-Step Forecasting of State of Polarization Changes in Aerial Fibers Using Wavelet Neural Networks. CoRR Khouloud Abdelli, Matteo Lonardi, Jürgen Gripp, Samuel Olsson, Fabien Boitier, Patricia Layec
2023	—	`conf`	Branch Identification in Passive Optical Networks using Machine Learning. OFC Khouloud Abdelli, Carsten Tropschug, Helmut Grießer, Sander L. Jansen, Stephan Pachnicke
2023	J	`jnl`	Branch Identification in Passive Optical Networks using Machine Learning. CoRR Khouloud Abdelli, Carsten Tropschug, Helmut Griesser, Sander Lars Jansen, Stephan Pachnicke
2023	—	`conf`	Fault Monitoring in Passive Optical Networks using Machine Learning Techniques. ICTON Khouloud Abdelli, Carsten Tropschug, Helmut Griesser, Stephan Pachnicke
2023	J	`jnl`	Fault Monitoring in Passive Optical Networks using Machine Learning Techniques. CoRR Khouloud Abdelli, Carsten Tropschug, Helmut Griesser, Stephan Pachnicke
2023	J	`jnl`	Faulty Branch Identification in Passive Optical Networks using Machine Learning. CoRR Khouloud Abdelli, Carsten Tropschug, Helmut Griesser, Stephan Pachnicke
2023	J	`jnl`	Faulty branch identification in passive optical networks using machine learning. JOCN Khouloud Abdelli, Carsten Tropschug, Helmut Griesser, Stephan Pachnicke
2022	J	`jnl`	A Hybrid CNN-LSTM Approach for Laser Remaining Useful Life Prediction. CoRR Khouloud Abdelli, Helmut Griesser, Stephan Pachnicke
2022	J	`jnl`	A Machine Learning-based Framework for Predictive Maintenance of Semiconductor Laser for Optical Communication. CoRR Khouloud Abdelli, Helmut Griesser, Stephan Pachnicke
2022	J	`jnl`	Convolutional Neural Networks for Reflective Event Detection and Characterization in Fiber Optical Links Given Noisy OTDR Signals. CoRR Khouloud Abdelli, Helmut Griesser, Stephan Pachnicke
2022	—	`conf`	DeepALM: Holistic Optical Network Monitoring based on Machine Learning. OFC Joo Yeon Cho, Jose-Juan Pedreno-Manresa, Sai Kireet Patri, Khouloud Abdelli, Carsten Tropschug, Jim Zou, Piotr Rydlichowski
2022	J	`jnl`	DeepALM: Holistic Optical Network Monitoring based on Machine Learning. CoRR Joo Yeon Cho, Jose-Juan Pedreno-Manresa, Sai Kireet Patri, Khouloud Abdelli, Carsten Tropschug, Jim Zou, Piotr Rydlichowski
2022	J	`jnl`	Degradation Prediction of Semiconductor Lasers using Conditional Variational Autoencoder. CoRR Khouloud Abdelli, Helmut Griesser, Christian Neumeyr, Robert Hohenleitner, Stephan Pachnicke
2022	—	`conf`	Federated Learning Approach for Lifetime Prediction of Semiconductor Lasers. OFC Khouloud Abdelli, Helmut Grießer, Stephan Pachnicke
2022	J	`jnl`	Federated Learning Approach for Lifetime Prediction of Semiconductor Lasers. CoRR Khouloud Abdelli, Helmut Griesser, Stephan Pachnicke
2022	J	`jnl`	Gated Recurrent Unit based Autoencoder for Optical Link Fault Diagnosis in Passive Optical Networks. CoRR Khouloud Abdelli, Florian Azendorf, Helmut Griesser, Carsten Tropschug, Stephan Pachnicke
2022	J	`jnl`	Lifetime Prediction of 1550 nm DFB Laser using Machine learning Techniques. CoRR Khouloud Abdelli, Danish Rafique, Helmut Griesser, Stephan Pachnicke
2022	J	`jnl`	ML-based Anomaly Detection in Optical Fiber Monitoring. CoRR Khouloud Abdelli, Joo Yeon Cho, Carsten Tropschug
2022	J	`jnl`	Machine Learning based Data Driven Diagnostic and Prognostic Approach for Laser Reliability Enhancement. CoRR Khouloud Abdelli, Helmut Griesser, Stephan Pachnicke
2022	J	`jnl`	Machine Learning based Laser Failure Mode Detection. CoRR Khouloud Abdelli, Danish Rafique, Stephan Pachnicke
2022	J	`jnl`	Machine Learning-based Anomaly Detection in Optical Fiber Monitoring. CoRR Khouloud Abdelli, Joo Yeon Cho, Florian Azendorf, Helmut Griesser, Carsten Tropschug, Stephan Pachnicke
2022	—	`—`	Machine Learning-based Predictive Maintenance for Optical Networks Khouloud Abdelli
2022	J	`jnl`	Machine-learning-based anomaly detection in optical fiber monitoring. JOCN Khouloud Abdelli, Joo Yeon Cho, Florian Azendorf, Helmut Griesser, Carsten Tropschug, Stephan Pachnicke
2022	J	`jnl`	Optical Fiber Fault Detection and Localization in a Noisy OTDR Trace Based on Denoising Convolutional Autoencoder and Bidirectional Long Short-Term Memory. CoRR Khouloud Abdelli, Helmut Griesser, Carsten Tropschug, Stephan Pachnicke
2022	J	`jnl`	Reflective Fiber Faults Detection and Characterization Using Long-Short-Term Memory. CoRR Khouloud Abdelli, Helmut Griesser, Peter Ehrle, Carsten Tropschug, Stephan Pachnicke
2021	—	`conf`	A BiLSTM-CNN based Multitask Learning Approach for Fiber Fault Diagnosis. OFC Khouloud Abdelli, Helmut Grießer, Carsten Tropschug, Stephan Pachnicke
2021	—	`conf`	Gated Recurrent Unit based Autoencoder for Optical Link Fault Diagnosis in Passive Optical Networks. ECOC Khouloud Abdelli, Florian Azendorf, Helmut Grießer, Carsten Tropschug, Stephan Pachnicke
2021	J	`jnl`	Reflective fiber fault detection and characterization using long short-term memory. JOCN Khouloud Abdelli, Helmut Grießer, Peter Ehrle, Carsten Tropschug, Stephan Pachnicke
2021	—	`conf`	Secure Collaborative Learning for Predictive Maintenance in Optical Networks. NordSec Khouloud Abdelli, Joo Yeon Cho, Stephan Pachnicke
2020	—	`conf`	Lifetime Prediction of 1550 nm DFB Laser using Machine Learning Techniques. OFC Khouloud Abdelli, Danish Rafique, Helmut Grießer, Stephan Pachnicke
2020	—	`conf`	Machine Learning Based Data Driven Diagnostic and Prognostic Approach for Laser Reliability Enhancement. ICTON Khouloud Abdelli, Helmut Grießer, Stephan Pachnicke
2019	—	`conf`	Machine Learning Based Laser Failure Mode Detection. ICTON Khouloud Abdelli, Danish Rafique, Stephan Pachnicke