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07/08/2023
Fault Monitoring in Passive Optical Networks using Machine Learning Techniques
Passive optical network (PON) systems are vulnerable to a variety of fai...
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04/03/2023
Faulty Branch Identification in Passive Optical Networks using Machine Learning
Passive optical networks (PONs) have become a promising broadband access...
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04/01/2023
Branch Identification in Passive Optical Networks using Machine Learning
A machine learning approach for improving monitoring in passive optical ...
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11/05/2022
Degradation Prediction of Semiconductor Lasers using Conditional Variational Autoencoder
Semiconductor lasers have been rapidly evolving to meet the demands of n...
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11/05/2022
A Machine Learning-based Framework for Predictive Maintenance of Semiconductor Laser for Optical Communication
Semiconductor lasers, one of the key components for optical communicatio...
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03/25/2022
DeepALM: Holistic Optical Network Monitoring based on Machine Learning
We demonstrate a machine learning-based optical network monitoring syste...
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03/19/2022
Machine Learning based Laser Failure Mode Detection
Laser degradation analysis is a crucial process for the enhancement of l...
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03/19/2022
Machine Learning based Data Driven Diagnostic and Prognostic Approach for Laser Reliability Enhancement
In this paper, a data-driven diagnostic and prognostic approach based on...
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03/19/2022
Gated Recurrent Unit based Autoencoder for Optical Link Fault Diagnosis in Passive Optical Networks
We propose a deep learning approach based on an autoencoder for identify...
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03/19/2022
Machine Learning-based Anomaly Detection in Optical Fiber Monitoring
Secure and reliable data communication in optical networks is critical f...
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03/19/2022
Reflective Fiber Faults Detection and Characterization Using Long-Short-Term Memory
To reduce operation-and-maintenance expenses (OPEX) and to ensure optica...
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02/23/2022
