Give up to protect shoji, and leave the lower half of the shoji door(s) without paper until he grows up enough to understand he shouldn't break it. Or, use these types of plastic shoji paper.Is there a standard way? We just shepherd him away at the moment.
I have no idea how to remove panels but it looks continuous and I wouldn't be permitted anyway.