How can I move out of both my parent's houses without their permission and getting in trouble in Erie Pennsylvania?

Become 18 years old. Otherwise you remain their responsibility and therefore live where they want you to. Pennsylvania emancipation laws vary from county to county, so you would have to look up your specific county's rules to see if it is even allowed.