Khouloud Abdelli

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 32

Top Topics

Anomaly Detection

Network Monitoring

Optical Networks

Top Venues

Publications

Khouloud Abdelli, Matteo Lonardi, Jürgen Gripp, Diego Correa, Samuel Olsson, Fabien Boitier, Patricia Layec
Anomaly Detection and Localization in Optical Networks Using Vision Transformer and SOP Monitoring. OFC (2024)
Khouloud Abdelli, Matteo Lonardi, Jürgen Gripp, Samuel Olsson, Fabien Boitier, Patricia Layec
Risky event classification leveraging transfer learning for very limited datasets in optical networks. J. Opt. Commun. Netw. 16 (7) (2024)
Khouloud Abdelli, Carsten Tropschug, Helmut Griesser, Stephan Pachnicke
Fault Monitoring in Passive Optical Networks using Machine Learning Techniques. ICTON (2023)
Khouloud Abdelli, Carsten Tropschug, Helmut Griesser, Sander Lars Jansen, Stephan Pachnicke
Branch Identification in Passive Optical Networks using Machine Learning. CoRR (2023)
Khouloud Abdelli, Carsten Tropschug, Helmut Griesser, Stephan Pachnicke
Faulty Branch Identification in Passive Optical Networks using Machine Learning. CoRR (2023)
Khouloud Abdelli, Carsten Tropschug, Helmut Grießer, Sander Jansen, Stephan Pachnicke
Branch Identification in Passive Optical Networks using Machine Learning. OFC (2023)
Khouloud Abdelli, Carsten Tropschug, Helmut Griesser, Stephan Pachnicke
Fault Monitoring in Passive Optical Networks using Machine Learning Techniques. CoRR (2023)
Khouloud Abdelli, Carsten Tropschug, Helmut Griesser, Stephan Pachnicke
Faulty branch identification in passive optical networks using machine learning. JOCN 15 (4) (2023)
Khouloud Abdelli, Helmut Griesser, Stephan Pachnicke
A Machine Learning-based Framework for Predictive Maintenance of Semiconductor Laser for Optical Communication. CoRR (2022)
Khouloud Abdelli, Helmut Griesser, Peter Ehrle, Carsten Tropschug, Stephan Pachnicke
Reflective Fiber Faults Detection and Characterization Using Long-Short-Term Memory. CoRR (2022)
Joo Yeon Cho, Jose-Juan Pedreno-Manresa, Sai Patri, Khouloud Abdelli, Carsten Tropschug, Jim Zou, Piotr Rydlichowski
DeepALM: Holistic Optical Network Monitoring based on Machine Learning. OFC (2022)
Khouloud Abdelli, Joo Yeon Cho, Carsten Tropschug
ML-based Anomaly Detection in Optical Fiber Monitoring. CoRR (2022)
Khouloud Abdelli, Helmut Griesser, Stephan Pachnicke
Convolutional Neural Networks for Reflective Event Detection and Characterization in Fiber Optical Links Given Noisy OTDR Signals. CoRR (2022)
Khouloud Abdelli, Helmut Griesser, Stephan Pachnicke
Machine Learning based Data Driven Diagnostic and Prognostic Approach for Laser Reliability Enhancement. CoRR (2022)
Khouloud Abdelli, Helmut Griesser, Stephan Pachnicke
A Hybrid CNN-LSTM Approach for Laser Remaining Useful Life Prediction. CoRR (2022)
Khouloud Abdelli, Helmut Grießer, Stephan Pachnicke
Federated Learning Approach for Lifetime Prediction of Semiconductor Lasers. OFC (2022)
Khouloud Abdelli, Joo Yeon Cho, Florian Azendorf, Helmut Griesser, Carsten Tropschug, Stephan Pachnicke
Machine-learning-based anomaly detection in optical fiber monitoring. JOCN 14 (5) (2022)
Khouloud Abdelli, Helmut Griesser, Stephan Pachnicke
Federated Learning Approach for Lifetime Prediction of Semiconductor Lasers. CoRR (2022)
Khouloud Abdelli, Florian Azendorf, Helmut Griesser, Carsten Tropschug, Stephan Pachnicke
Gated Recurrent Unit based Autoencoder for Optical Link Fault Diagnosis in Passive Optical Networks. CoRR (2022)
Khouloud Abdelli, Helmut Griesser, Carsten Tropschug, Stephan Pachnicke
Optical Fiber Fault Detection and Localization in a Noisy OTDR Trace Based on Denoising Convolutional Autoencoder and Bidirectional Long Short-Term Memory. CoRR (2022)
Khouloud Abdelli, Danish Rafique, Helmut Griesser, Stephan Pachnicke
Lifetime Prediction of 1550 nm DFB Laser using Machine learning Techniques. CoRR (2022)
Khouloud Abdelli, Danish Rafique, Stephan Pachnicke
Machine Learning based Laser Failure Mode Detection. CoRR (2022)
Khouloud Abdelli, Joo Yeon Cho, Florian Azendorf, Helmut Griesser, Carsten Tropschug, Stephan Pachnicke
Machine Learning-based Anomaly Detection in Optical Fiber Monitoring. CoRR (2022)
Joo Yeon Cho, Jose-Juan Pedreno-Manresa, Sai Kireet Patri, Khouloud Abdelli, Carsten Tropschug, Jim Zou, Piotr Rydlichowski
DeepALM: Holistic Optical Network Monitoring based on Machine Learning. CoRR (2022)
Khouloud Abdelli, Helmut Griesser, Christian Neumeyr, Robert Hohenleitner, Stephan Pachnicke
Degradation Prediction of Semiconductor Lasers using Conditional Variational Autoencoder. CoRR (2022)
Khouloud Abdelli, Joo Yeon Cho, Stephan Pachnicke
Secure Collaborative Learning for Predictive Maintenance in Optical Networks. NordSec (2021)
Khouloud Abdelli, Florian Azendorf, Helmut Grießer, Carsten Tropschug, Stephan Pachnicke
Gated Recurrent Unit based Autoencoder for Optical Link Fault Diagnosis in Passive Optical Networks. ECOC (2021)
Khouloud Abdelli, Helmut Grießer, Carsten Tropschug, Stephan Pachnicke
A BiLSTM-CNN based Multitask Learning Approach for Fiber Fault Diagnosis. OFC (2021)
Khouloud Abdelli, Helmut Grießer, Peter Ehrle, Carsten Tropschug, Stephan Pachnicke
Reflective fiber fault detection and characterization using long short-term memory. JOCN 13 (10) (2021)
Khouloud Abdelli, Danish Rafique, Helmut Grießer, Stephan Pachnicke
Lifetime Prediction of 1550 nm DFB Laser using Machine Learning Techniques. OFC (2020)
Khouloud Abdelli, Helmut Grießer, Stephan Pachnicke
Machine Learning Based Data Driven Diagnostic and Prognostic Approach for Laser Reliability Enhancement. ICTON (2020)
Khouloud Abdelli, Danish Rafique, Stephan Pachnicke
Machine Learning Based Laser Failure Mode Detection. ICTON (2019)