Rattle under hood 96 Sentra

I have 96 Sentra that has developed a "rattle". It sounds like a heat shield rattling, but I can't find anything. It comes and goes. It seems to be on the front side of the engine. It happens mainly when it's cold. I can run the RPM up a little and hold it there, and the proplem goes away.