Usage profile monitoring and feedback for track units of a work vehicle

A work vehicle comprising:

• data storage having stored thereon one or more machine learning models correlating input data sets, comprising current and/or historical usage values corresponding to a duty cycle for respective track units and corresponding track commands with respective changes in life state relative to expected changes in an overall life cycle;
• a ground-engaging track unit driven in a forward or backward direction, independently or in conjunction with one or more other ground-engaging track unit of the work vehicle, according to selected track commands provided via a user interface tool;
• and
• a controller configured to:
• ascertain respective usage values corresponding to a duty cycle of the track unit operating at each of one or more selected track commands over a specified time period, wherein the respective usage values are further scaled according to a selected one of the models and a respectively estimated life state and/or monitored usage profile;
• and
• generate an output signal corresponding to a determined intervention event, based at least in part on the scaled usage values, wherein a type of the intervention event is based at least in part on the scaled usage values, and wherein the output signal is provided to one or more actuators associated with the track unit and/or work vehicle, for controllably adjusting one or more operations of the track unit and/or work vehicle corresponding to the type of intervention event.

A work vehicle comprising:

• data storage having stored thereon one or more machine learning models correlating input data sets, comprising current and/or historical usage values corresponding to a duty cycle for respective track units and corresponding track commands with respective changes in life state relative to expected changes in an overall life cycle;
• a ground-engaging track unit driven in a forward or backward direction, independently or in conjunction with one or more other ground-engaging track unit of the work vehicle, according to selected track commands provided via a user interface tool;
• and
• a controller configured to:
• ascertain respective usage values corresponding to a duty cycle of the track unit operating at each of one or more selected track commands over a specified time period, wherein the respective usage values are further scaled according to a selected one of the models and a respectively estimated life state and/or monitored usage profile;
• and
• generate an output signal corresponding to a determined intervention event, based at least in part on the scaled usage values, wherein a type of the intervention event is based at least in part on the scaled usage values, and wherein the output signal is provided to a display unit associated with an operator of the work vehicle and generates a display message corresponding to the type of intervention event.