Systems, methods, and apparatuses of mover (or other track-based or autonomous mover component) parameter determination are provided. The system can determine a scaling factor based on a first plurality of input parameters. The system can generate an offset based on a second plurality of input parameters. The system can determine, based on the scaling factor and the offset input into a machine learning model trained on a plurality of input parameters that include at least one of the first plurality of input parameters and at least one of the second plurality of input parameters, a state of health. The system can map the state of health to a mover of a plurality of movers configured to travel along a track. The system can output an indication of the state of health mapped to the mover to display by a computing device.