The front of the fortress is made from rock. You must avoid it.
A great strategy for Pig Bang level 1-22 is to send the Lazer Bird over both structures. After it clears them, redirect it to pass through the right tower and into the base of the left tower. All pigs should be popped by your amazing U-Turn.