Khouloud Abdelli

According to our database, Khouloud Abdelli authored at least 27 papers between 2019 and 2023.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2023

Faulty branch identification in passive optical networks using machine learning.

Khouloud Abdelli, Carsten Tropschug, Helmut Griesser, Stephan Pachnicke

JOCN, 2023

Branch Identification in Passive Optical Networks using Machine Learning.

Khouloud Abdelli, Carsten Tropschug, Helmut Griesser, Sander Lars Jansen, Stephan Pachnicke

CoRR, 2023

Branch Identification in Passive Optical Networks using Machine Learning.

Khouloud Abdelli, Carsten Tropschug, Helmut Grießer, Sander Jansen, Stephan Pachnicke

Proceedings of the Optical Fiber Communications Conference and Exhibition, 2023

Fault Monitoring in Passive Optical Networks using Machine Learning Techniques.

Khouloud Abdelli, Carsten Tropschug, Helmut Griesser, Stephan Pachnicke

Proceedings of the 23rd International Conference on Transparent Optical Networks, 2023

2022

An OTDR event dataset.

Khouloud Abdelli, Carsten Tropschug, Helmut Griesser, Stephan Pachnicke

Dataset, November, 2022

Reliability Data for Laser Lifetime Prediction.

Khouloud Abdelli, Danish Rafique, Helmut Griesser, Stephan Pachnicke

Dataset, November, 2022

Synthetic tunable edge-emitting laser reliability dataset.

Khouloud Abdelli, Helmut Griesser, Stephan Pachnicke

Dataset, November, 2022

An OTDR dataset for optical fiber monitoring.

Khouloud Abdelli, Helmut Griesser, Peter Ehrle, Carsten Tropschug, Stephan Pachnicke

Dataset, November, 2022

Dataset for Optical fiber faults.

Khouloud Abdelli, Florian Azendorf, Carsten Tropschug, Helmut Griesser, Stephan Pachnicke, Joo Choo

Dataset, November, 2022

Machine Learning-based Predictive Maintenance for Optical Networks

Khouloud Abdelli

PhD thesis, 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

Degradation Prediction of Semiconductor Lasers using Conditional Variational Autoencoder.

Khouloud Abdelli, Helmut Griesser, Christian Neumeyr, Robert Hohenleitner, 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

Reflective Fiber Faults Detection and Characterization Using Long-Short-Term Memory.

Khouloud Abdelli, Helmut Griesser, Peter Ehrle, 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

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

A Hybrid CNN-LSTM Approach for Laser Remaining Useful Life Prediction.

Khouloud Abdelli, Helmut Griesser, Stephan Pachnicke

CoRR, 2022

ML-based Anomaly Detection in Optical Fiber Monitoring.

Khouloud Abdelli, Joo Yeon Cho, Carsten Tropschug

CoRR, 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

Proceedings of the Optical Fiber Communications Conference and Exhibition, 2022

Federated Learning Approach for Lifetime Prediction of Semiconductor Lasers.

Khouloud Abdelli, Helmut Grießer, Stephan Pachnicke

Proceedings of the Optical Fiber Communications Conference and Exhibition, 2022

2021

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

Khouloud Abdelli, Helmut Grießer, Peter Ehrle, Carsten Tropschug, Stephan Pachnicke

JOCN, 2021

A BiLSTM-CNN based Multitask Learning Approach for Fiber Fault Diagnosis.

Khouloud Abdelli, Helmut Grießer, Carsten Tropschug, Stephan Pachnicke

Proceedings of the Optical Fiber Communications Conference and Exhibition, 2021

Secure Collaborative Learning for Predictive Maintenance in Optical Networks.

Khouloud Abdelli, Joo Yeon Cho, Stephan Pachnicke

Proceedings of the Secure IT Systems - 26th Nordic Conference, NordSec 2021, Virtual Event, 2021

Gated Recurrent Unit based Autoencoder for Optical Link Fault Diagnosis in Passive Optical Networks.

Khouloud Abdelli, Florian Azendorf, Helmut Grießer, Carsten Tropschug, Stephan Pachnicke

Proceedings of the European Conference on Optical Communication, 2021

2020

Lifetime Prediction of 1550 nm DFB Laser using Machine Learning Techniques.

Khouloud Abdelli, Danish Rafique, Helmut Grießer, Stephan Pachnicke

Proceedings of the Optical Fiber Communications Conference and Exhibition, 2020

Machine Learning Based Data Driven Diagnostic and Prognostic Approach for Laser Reliability Enhancement.

Khouloud Abdelli, Helmut Grießer, Stephan Pachnicke

Proceedings of the 22nd International Conference on Transparent Optical Networks, 2020

2019

Machine Learning Based Laser Failure Mode Detection.

Khouloud Abdelli, Danish Rafique, Stephan Pachnicke

Proceedings of the 21st International Conference on Transparent Optical Networks, 2019