Deep-learning energy management for battery-supercapacitor EV powertrains using DWT

An AI controller learns how to split power demand in an electric vehicle between a battery and a supercapacitor, using wavelet-based signal processing to separate fast and slow power needs so the battery is protected and the vehicle still gets quick bursts of power.