Monitoring and data analytics: Analyzing the optical spectrum for soft-failure detection and identification

B Shariati, AP Vela, M Ruiz… - … Conference on Optical …, 2018 - ieeexplore.ieee.org
Failure detection is essential in optical networks as a result of the huge amount of traffic that
optical connections support. Additionally, the cause of failure needs to be identified so failed …

Field trial of failure localization in a backbone optical network

C Delezoide, P Ramantanis, L Gifre… - 2021 European …, 2021 - ieeexplore.ieee.org
Field Trial of Failure Localization in a Backbone Optical Network Page 1 Field Trial of Failure
Localization in a Backbone Optical Network Camille Delezoide(1), Petros Ramantanis(1), Lluis …

Feature-Based Optical Spectrum Monitoring for Failure Detection and Identification

B Shariati, M Ruiz, J Comellas… - 2019 21st International …, 2019 - ieeexplore.ieee.org
In this paper, we explore the benefits of analysing the optical spectrum of lightpaths for soft-
failure detection and identification in Spectrum Switched Optical Network. We present a …

Learning from the optical spectrum: Soft-failure identification and localization

L Velasco, B Shariati, AP Vela… - 2018 Optical Fiber …, 2018 - ieeexplore.ieee.org
The availability of coarse-resolution cost-effective Optical Spectrum Analyzers (OSA) allows
its widespread deployment in operators' networks. In this paper, several machine learning …

Soft-failure localization and time-dependent degradation detection for network diagnosis

S Barzegar, M Ruiz, L Velasco - 2020 22nd International …, 2020 - ieeexplore.ieee.org
In optical networks, degradation of the Quality of Transmission (QoT) can be the outcome of
soft-failures in optical devices, like Optical Transponders, Wavelength Selective Switches …

Service-triggered failure identification/localization through monitoring of multiple parameters

M Ruiz, F Fresi, AP Vela, G Meloni… - ECOC 2016; 42nd …, 2016 - ieeexplore.ieee.org
Failures in the optical layer might impact the quality of supported services. We
experimentally characterize several failure causes and propose an effective machine …

Soft failure localization in elastic optical networks

AP Vela, B Shariati, M Ruiz, J Comellas… - 2018 20th …, 2018 - ieeexplore.ieee.org
Soft failure localization to early detect service level agreement violations is of paramount
importance in elastic optical networks (EONs), while it allows anticipating possible hard …

Pre-emptive detection and localization of failures towards marginless operations of optical networks

C Delezoide, K Christodoulopoulos… - 2018 20th …, 2018 - ieeexplore.ieee.org
Operating optical networks much closer to their physical capacity is very tempting but
necessarily requires much improvement on the way failures are handled. In this paper, we …

Machine learning models for alarm classification and failure localization in optical transport networks

J Babbar, A Triki, R Ayassi, M Laye - Journal of Optical …, 2022 - opg.optica.org
The increase in computing capacity and the huge amount of available data have
significantly accelerated the use of artificial intelligence and machine learning algorithms to …

Machine-learning-based soft-failure detection and identification in optical networks

S Shahkarami, F Musumeci, F Cugini… - 2018 Optical Fiber …, 2018 - ieeexplore.ieee.org
Machine-Learning-Based Soft-Failure Detection and Identification in Optical Networks Page 1
M3A.5.pdf OFC 2018 © OSA 2018 Machine-Learning-Based Soft-Failure Detection and …