COMPONENT HEALTH MONITORING SYSTEM USING COMPUTER VISION

A component health monitoring system may include an optical system configured to irradiate an area containing a work implement and including a surface of a component to be inspected in a position mounted on the work implement, and a sensor configured to capture a target image of the area. An image processor may receive the target image from the sensor and analyze the target image, determine a first feature set including directional changes in image intensity for the target image, retrieve a reference image from a memory, and determine a second feature set for the reference image. The image processor may also build and train a model for use by a classifier that segregates feature sets determined from a plurality of target images into a first classification that includes features that characterize a portion of an image including the component with dimensions that fall within acceptable thresholds, and a second classification. A notification module notifies an operator of the machine when the image processor classifies a new target image as falling within the second classification.