The hard way would be to drill holes in the base or wheels of each cannon and then drill matching holes in the deck . Use a piece of wire glued into the holes in the cannon and leave about 1/16th of an inch sticking out. Glue that into the holes in the deck and those cannon will NEVER move again.
Works on " pesky" cats too !