Is hurting an animal for self defense allowed in Islam?

Is hurting an animal for self defense allowed in Islam? Our local government has failed to control dog population in our city with over a 100,000 dogs roaming around a lot of them being rabid, often bite people, is it allowed in this situation to stone the dog for self defence.