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Anomaly detection in a network based on a key performance indicator prediction model

專利號
US11616707B2
公開日期
2023-03-28
申請人
VIAVI Solutions Inc.(US AZ Chandler)
發(fā)明人
Dave Padfield; Yannis Petalas; Oliver Parry-Evans
IPC分類
H04L43/0823; H04L43/04; H04L43/16
技術領域
kpi,prediction,network,anomaly,platform,or,monitoring,value,may,threshold
地域: CA CA San Jose

摘要

A network monitoring platform may obtain a measurement of a particular value of a key performance indicator (KPI) and one or more parameters of the particular value of the KPI. The network monitoring platform may determine a prediction of the particular value of the KPI. The network monitoring platform may determine an amount of error in the prediction of the particular value of the KPI, wherein the amount of error in the prediction of the particular value of the KPI is based on a difference between the prediction of the particular value of the KPI and the measurement of the particular value of the KPI. The network monitoring platform may perform, based on the amount of error in the prediction of the particular value of the KPI, one or more actions.

說明書

In some implementations, the network monitoring platform may update the prediction accuracy value by determining an average of the amount of error in the prediction of the particular value of the KPI and amounts of respective errors in predictions of historical values of the KPI. The average may be a weighted average, with the weighting based on respective ages of the predictions of the historical values of the KPI (e.g., amounts of errors of older predictions may be weighted to have less of an effect on the prediction accuracy value than recent predictions). In some implementations, the amounts of errors of predictions older than a threshold are not used to determine the prediction accuracy value.

In some implementations, the network monitoring platform may update the prediction accuracy value periodically, upon identification of a quantity of KPI values as anomalous or not anomalous, by request from the network operator, and/or the like.

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