System and method for machine monitoring

A system for monitoring operation of a machine, comprising:

• at least one processor;
• and
• at least one non-transitory computer readable medium storing instructions which, when executed by the at least one processor, cause the at least one processor to embody circuitry comprising:
• an input circuitry configured to receive machine operation data including a first data channel indicative of a sensed condition at a first location on the machine, the machine operation data corresponding to one or more work cycles of the machine;
• a data extraction circuitry for extracting at least a portion of the machine operation data, including data associated with the first data channel;
• an event identification circuitry for identifying one or more types of events involving an environment in which the machine operates and that occurred during the one or more work cycles of the machine by classifying the extracted machine operation data;
• a condition estimation circuitry for estimating a condition at a second location on the machine during the one or more work cycles of the machine based on the identified one or more types of events;
• and
• an event logging circuitry for logging the identified one or more types of events with a plurality of additional identified types of events to represent a plurality of work cycles during operation of the machine over time.

A method for monitoring an operation of a machine, the method comprising:

• receiving machine operation data corresponding to one or more work cycles of the machine;
• identifying one or more events in the machine operation data that occurred during the one or more work cycles of the machine and involved an environment of the machine;
• classifying the identified one or more events with a type of event via a trained machine learning model;
• determining an amount of damage at a location of the machine during the one or more work cycles of the machine based on the type of event, wherein no sensor is present at the location;
• and
• monitoring the operation of the machine over time by storing the type of event and a plurality of additional types of events in one or more databases.