I am having exactly the same problems and my screen is never set to auto brightness so I know thats not the problem, would really love a solution as I use photos of recepies on my tablet for cooking and its annoying when screen goes blank and in in the middle of cooking! please help someone!
If you have the cable plugged in, use this app.
Stay Awake Widget - Android
It keeps the screen on when plugged in.