Patent · US Active

System operational analytics using additional features for health score computation

US11151014B2 · kind B2 · utility

1Cited by
6References
20Claims
0Family size

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Key dates

Filing dateJul 18, 2018
Grant dateOct 19, 2021
Priority date
Expiry dateAug 12, 2038

Classification

  • Technology area (CPC H)Electricity
  • CPC primaryH04L67/1001
  • WIPO fieldComputer technology
  • WIPO sectorElectrical engineering

Abstract

Techniques are provided for system operational analytics using additional features over time-series counters for health score computation. An exemplary method comprises: obtaining log data from data sources of a monitored system; applying a counting function to the log data to obtain time-series counters for a plurality of distinct features within the log data; applying an additional function to the time-series counters for the plurality of distinct features; and processing an output of the additional function using a machine learning model to obtain a health score for the monitored system based on the output of the additional function. The additional function comprises, for example, an entropy function representing a load balancing of a plurality of devices in the monitored system; one or more clustered counts for a plurality of entities in the monitored system; a number of unique values; and/or one or more modeled operations based on correlations between a plurality of different operations in the monitored system.

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