Patent ID: 11880750
Assignee: SPARKCOGNITION, INC.
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 30:
31. A method of operating a self-training sensor apparatus, the method comprising:
receiving, at an input interface of the self-training sensor apparatus, a first input to select a training mode of operation; and
in response to receiving the first input:
receiving, from a sensor of the self-training sensor apparatus, first sensor data associated with operation of a device; and
executing, at one or more processors of the self-training sensor apparatus, model generation instructions based on the first sensor data to generate a trained anomaly detection model and an alert detection model, including:
training an autoencoder based on at least a first portion of the first sensor data; and
generating reference residual data based on outputs of the trained autoencoder and the first portion of the first sensor data, wherein the alert detection model is generated based on reference residual data.