The article proposes a proprietary approach to the diagnosis of induction motors allowing increasing reliability electric vehicles. This makes it possible detect damage in form an inter-turn short-circuit at early stage its occurrence. authors describe effective diagnostic method using extraction signal features Enhanced Empirical Wavelet Transform and algorithm based on Ensemble Bagged Trees. ...