Various suggestions (none of them original):
Think of having an egg (or a cathedral

) in the back of your mouth.
Keep your back teeth apart.
Change your embouchure from 'oo' for the lower register to 'aww' for the middle and upper register (which is the effect you get from saying 'ah' with your mouth in a flute embouchure). This has been the most successful one for me.