Why do you want to mix a PID and a neural net ? I suppose you can have several PID for different contexts (imagine working on earth or in zero gravity) and choosing between those experts using a neural net. This would be similar to MOSAIC by Kawato... Additionally you could also fit the parameters of your PID using a neural net and some reinforcement learning...