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 …

A tutorial on machine learning for failure management in optical networks

F Musumeci, C Rottondi, G Corani… - Journal of Lightwave …, 2019 - opg.optica.org
… in which failure management in optical networks has been … for failure prediction, detection,
localization, and identification. … representing two different BER-degradation causes as well …

Deep neural network-based soft-failure detection and failure aware routing and spectrum allocation for elastic optic networks

M Zhang, B Xu, X Li, M Yin, B Wu, K Qiu - Optical Engineering, 2019 - spiedigitallibrary.org
… proposed to detect and localize the failure in elastic optical network. Then, a soft failure aware
failure can be identified with the degraded link localized. Lower blocking ratio with higher …

Dual-stage soft failure detection and identification for low-margin elastic optical network by exploiting digital spectrum information

L Shu, Z Yu, Z Wan, J Zhang, S Hu… - Journal of Lightwave …, 2019 - ieeexplore.ieee.org
… the ability to detect the soft failures which degrade the performance of optical networks slowly
… We emphasize that it is necessary to use both pre-FEC BER and ROP as the input features …

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

Marginless operation of optical networks

C Delezoide, K Christodoulopoulos… - Journal of Lightwave …, 2019 - opg.optica.org
… In the ORCHESTRA solution, we propose the first BER estimation … such as a fiber degradation
or equipment malfunction. Such … We also define the soft-failure Detection Limit (DL) as the …

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

Learning from the optical spectrum: failure detection and identification

B Shariati, M Ruiz, J Comellas… - Journal of Lightwave …, 2019 - opg.optica.org
… Furthermore, since filter failures have impact on the OSNR, and ultimately in the BER, in [14] …
et al., “BER degradation detection and failure identification in elastic optical networks,” IEEE/…