A system includes a carrier assembly, a replacement tool movably supported by the carrier assembly, and a sensor configured to capture sensor data associated with a wear part removably connected to a rotatable drum. The system also includes a controller configured to receive the sensor data from the sensor, and identify the wear part using the sensor data. In such a system, the carrier assembly is configured to move the replacement tool such that an axis of the replacement tool is substantially collinear with an axis of the wear part. Additionally, the replacement tool is configured to remove the wear part from the drum while the axis of the replacement tool is substantially collinear with the axis of the wear part.