There are three features on that TV that relate to shutting down automatically - sleep timer, automatic shut down, and no signal power down. They are described on pages 47 and 48 of your user's guide, available here. Try disabling one or more of them. My guess is that the no signal power down feature is the one giving you problems.
- Peter