Cheapest solution is lowering tire pressure, but still avoiding pinch flats. If you can squeeze a slight wider high quality tire such as a Marathon Supreme, you may get good results with lower pressure. A new wheel set is going to be an expensive way to go, and running really fat tires will slow you down.