One option to consider is a waste digester.
An environmentally-friendly way to dispose of dog poop in your backyard is a waste digester. It's sort of like a miniature septic tank for dog poop. They can be purchased at local pet stores or online for about $40. Or, check out your favorite DIY sites to make your own!