The apparatus of claim 10, wherein the device is a battery, and further comprising:an electrical load for the battery; a switch to connect the load to the battery for less than 750 ms to produce a current signal having a waveform; and means including the neural network for monitoring the performance of the battery by effecting waveform analysis of the current signal waveform during connection of t