Machine learning framework for timely soft-failure detection and localization in elastic optical networks

S Behera, T Panayiotou, G Ellinas - … and Networking, 2023 - opg.optica.org
failure detection and identification have been addressed in [9] by analyzing the evolution of
the bit error rate (BER… the type of soft-failure considered (ie, EDFA degradation), the first link …

AI-based modeling and monitoring techniques for future intelligent elastic optical networks

X Liu, H Lun, M Fu, Y Fan, L Yi, W Hu, Q Zhuge - Applied Sciences, 2020 - mdpi.com
networks to prevent the serious degradationBER are input to the RF and SVM to detect
the soft failure, and an ANN with a hidden layer is applied to identify the cause of the soft failure

A review of machine learning-based failure management in optical networks

D Wang, C Zhang, W Chen, H Yang, M Zhang… - Science China …, 2022 - Springer
… , filter, to the detector at the destination, which is a complete optical transmission process [8].
For a lightpath, the typical failure types are bit error rate (BER) degradation, optical signal to …

Soft failure identification for long-haul optical communication systems based on one-dimensional convolutional neural network

H Lun, M Fu, X Liu, Y Wu, L Yi, W Hu… - Journal of Lightwave …, 2020 - opg.optica.org
… In [5], a finite state machine (FSM) is utilized to detect the degradation of BER and to identify
the … nonlinearity modeling and monitoring for elastic optical networks,” J. Light. Technol., vol. …

Domain adaptation and transfer learning for failure detection and failure-cause identification in optical networks across different lightpaths

F Musumeci, VG Venkata, Y Hirota, Y Awaji… - … and Networking, 2022 - opg.optica.org
… data, eg, the optical signal-to-noise ratio (OSNR) and/or bit error rate (BER), made available
… In this example, we assume that the OSNR at the receivers of LPs A and B can be degraded

Digital residual spectrum-based generalized soft failure detection and identification in optical networks

K Sun, Z Yu, L Shu, Z Wan, H Huang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
… In [1], anticipating BER degradation detection in the optical layer and failure identification
are … Velasco, “Soft failure localization in elastic optical networks,” in 2018 20th International …

A GaN based soft failure detection and identification framework for long-haul coherent optical communication systems

H Lun, M Fu, Y Zhang, H Jiang, L Yi… - Journal of Lightwave …, 2023 - ieeexplore.ieee.org
… ratio (BER) is monitored, and an artificial neural network (ANN) … To alleviate performance
degradation caused by the … detection and identification for low-margin elastic optical

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

S Barzegar, M Ruiz, L Velasco - … Transparent Optical Networks …, 2020 - ieeexplore.ieee.org
… Our proposal for degradation detection and soft-failure localization includes algorithms that
… able to detect and localize the degradation in early stages and facilitate network diagnosis. In …

Confidentiality-preserving machine learning algorithms for soft-failure detection in optical communication networks

MF Silva, A Sgambelluri, A Pacini… - … and Networking, 2023 - opg.optica.org
… , and singular value decomposition. Most dimensionality … with the advent of elastic optical
network disaggregation, the … amplifier and the pre-FEC-BER estimated at the receivers of the …

Soft-failure detection, localization, identification, and severity prediction by estimating QoT model input parameters

S Barzegar, M Ruiz, A Sgambelluri… - … on Network and …, 2021 - ieeexplore.ieee.org
… only to detect any QoT degradation, but also to identify the cause … The topic of failure
management in optical networks (… by the measured BER, spectrum, etc. for detecting failures, or …