What if you stung white electric tape about a 2 inches inside your current fencing. That way when he gets near it he gets a zap and then he wont even be able to get to the boards.
I have put white electric tape above my wooden fencing walked my jumper to it let him sniff it. He got zapped and he never goes near the white fencing. Its there for looks now. :)