Machine learning framework for timely soft-failure detection and localization in elastic optical networks
This work proposes a soft-failure evolution and localization framework to detect and localize
the root cause of future hard-failure incidents in a timely manner enabling repair actions to …
the root cause of future hard-failure incidents in a timely manner enabling repair actions to …
Failure Management Overview in Optical Networks
S Cruzes - IEEE Access, 2024 - ieeexplore.ieee.org
Conventional optical networks are limited by static operational methods, hindering
scalability and effectiveness. As networks operate with reduced margins to maximize …
scalability and effectiveness. As networks operate with reduced margins to maximize …
Machine learning for real-time anomaly detection in optical networks
S Behera, T Panayiotou… - 2023 23rd International …, 2023 - ieeexplore.ieee.org
This work proposes a real-time anomaly detection scheme that leverages the multi-step
ahead prediction capabilities of encoder-decoder (ED) deep learning models with recurrent …
ahead prediction capabilities of encoder-decoder (ED) deep learning models with recurrent …