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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摘要

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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关键词

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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