A system including equipment, sensors for measuring the equipment's operating parameters, a signature generator for encoding data streams from the sensors into operating signatures for the equipment, a pattern repository for storing patterns including classified signatures and frequencies, and a signature analyzer for comparing operating signatures to patterns.