PERFORMANCE ANOMALY DETECTION

Patent №

US 11,269,714

Granted

2022-03-08

Filed 2020

Owner

INTERNATIONAL BUSINESS MACHINES CORPORATION

AI components

3

ml · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

17136974

Embodiments facilitating performance anomaly detection are described. A computer-implemented method comprises: detecting, by a device operatively coupled to one or more processing units, based on monitoring data of a plurality of performance metrics of a monitored device, at least one trend within the monitoring data of the respective performance metrics; removing, by the device, the at least one trend from the monitoring data of the respective performance metrics to generate modified data of the respective performance metrics; and detecting, by the device, a performance anomaly based on the modified data of the respective performance metrics and a behavior clustering model comprising at least one steady state.

Machine learningPlanningAI hardwareG06F 11/079G06F 11/3409G06F 11/0709G06F 11/0751G06F 11/3447G06F 11/3423G06F 11/3495

AI classification

Planning1.00
Machine learning1.00
AI hardware1.00
Knowledge representation0.18
Vision0.00
Evolutionary computation0.00
Speech0.00
Natural language0.00

Ownership

INTERNATIONAL BUSINESS MACHINES CORPORATION

assignment · 547690350

Assignors

ZHANG, XIAO, MENG, FAN JING, YANG, LIN, XU, JING MIN

On an employer assignment, the assignors are typically the inventors.

From the same owner

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