Disaggregated Confidentiality-Preserving Scheme for Fault Detection in Optical Networks

Rafael F. Sales, Andrei N. Ribeiro,Moisés Felipe Silva, Fabricio R. L. Lobato,Andrea Sgambelluri,Luca Valcarenghi, João C. W. A. Costa

Optical Fiber Communications Conference and Exhibition（2024）

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Abstract

We propose a confidentiality-preserving approach based on distributed principal component analysis (PCA) and telemetry data scrambling to detect hard-failures in optical networks. Experiments in a real optical testbed show the suitability of the proposed disaggregated solution.

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Key words

Optical Networks,Telemetry Data,Time Series,Covariance Matrix,Eigenvectors,Learning Strategies,Confidential Information,Singular Value Decomposition,Information Leakage,Large Volumes Of Data,Anomaly Detection,Dimensionality Reduction Methods,Local Nodes,Failure Detection,Rotation Invariance,Distributed Learning,Computing Nodes,Original Data Matrix

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