What thickness should my panel be?

The most common panel thickness is 3 mm.

However, for curved frames with a 248 mm, 496 mm or 992 mm radius, you best use a panel with 2 mm thickness.  

But of course you can put even a thicker (panel sticks out of the frame) or thinner panel in the frame The possibilities of the type of materials are endless.