Disaggregated Confidentiality-Preserving Scheme for Fault Detection in Optical Networks
Optical Fiber Communications Conference and Exhibition(2024)
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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