The method of claim 1, wherein the device is a battery, and further comprising the steps of:connecting an electrical load across the battery for less than 750 ms to produce a transient current signal having a waveform shape; and monitoring the performance of the battery by analyzing the waveform shape of the transient current signal utilizing the neural network. 9.