Analytics-based anomaly detection
AssigneeLenovo Enterprise Solutions (Singapore) Pte. Ltd.
InventorsAlexandru Cozma, Jeffery Van Heuklon, Sumeet Kochar
Life of this patent
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Abstract
Apparatuses, methods, systems, and program products are disclosed for analytics-based anomaly detection. An apparatus includes a processor and a memory that stores code executable by the processor. The code is executable by the processor to receive measurement data for a component of a device, determine a compression rate of the received measurement data by applying a compression algorithm to the measurement data, and generate an alert indicating a possible anomaly in an operation of the component represented by the measurement data in response to the determined compression rate satisfying a threshold compression rate for the at least one condition of the component.
Claims20
An apparatus, comprising:
- a processor;
- and
- a non-volatile memory that stores code executable by the processor to:
- receive measurement data for a component of a device in real-time, the measurement data comprising measurements for at least one condition of the component that is monitored over a defined time interval;
- determine, dynamically, a compression rate of the received real-time measurement data by applying a compression algorithm to the measurement data, the compression rate indicating a compressed size of the measurement data as a result of applying the compression algorithm relative to an original size of the measurement data;
- and
- generate an alert indicating a possible anomaly in an operation of the component represented by the measurement data in response to the determined compression rate satisfying a threshold compression rate for the at least one condition of the component, wherein satisfying the threshold compression rate indicates an abnormal operating state of the component.
A method, comprising:
- receiving, by a processor, measurement data for a component of a device in real-time, the measurement data comprising measurements for at least one condition of the component that is monitored over a defined time interval;
- determining, dynamically, a compression rate of the received real-time measurement data by applying a compression algorithm to the measurement data, the compression rate indicating a compressed size of the measurement data as a result of applying the compression algorithm relative to an original size of the measurement data;
- and
- generating an alert indicating a possible anomaly in an operation of the component represented by the measurement data in response to the determined compression rate satisfying a threshold compression rate for the at least one condition of the component, wherein satisfying the threshold compression rate indicates an abnormal operating state of the component.
A program product comprising a non-volatile computer readable storage medium and program code, the program code being configured to be executable by a processor to perform operations comprising:
- receiving measurement data for a component of a device in real-time, the measurement data comprising measurements for at least one condition of the component that is monitored over a defined time interval;
- determining, dynamically, a compression rate of the received real-time measurement data by applying a compression algorithm to the measurement data, the compression rate indicating a compressed size of the measurement data as a result of applying the compression algorithm relative to an original size of the measurement data;
- and
- generating an alert indicating a possible anomaly in an operation of the component represented by the measurement data in response to the determined compression rate satisfying a threshold compression rate for the at least one condition of the component, wherein satisfying the threshold compression rate indicates an abnormal operating state of the component.
Dependencies are inferred from the claim text.