1. A method comprising: monitoring first characteristics of an electrical signal supplied to a traction motor of a vehicle during a first detection window, the first characteristics representing a first motor electrical signature for the traction motor; deriving one or more signature values from a first mathematical model of the first motor electrical signature; and predicting a mechanical failure of the traction motor based on the one or more signature values.