Perhaps naive question, but wouldnt also your hardware be waiting for reply from non-existing network? Wouldnt you just add to their DoS power this way?
No, the client is the one trying to connect to the non-existing server. You just redirect them, for example with a 301 saying "go here instead", and when they try to go there, they will find an invalid IP