My nightly regression suite used to fail on my local machine because enterprise rules locked the machine automatically after 14 mins of inactivity. So I wrote a small vbScript program to press "PrintScreen" key every 12 mins and it really solved the problem. Though this was not on RDP, but executing something similar on remote machine would help.
