If the police want you badly enough they’re probably going to find you.
Take for instance this video that show a group of cops attempting to breach a locked door in order to apprehend a suspect. Despite the doorway being completely locked the officers were able to bust through with a hand held battering ram.
Now all they have to do is find and secure their target. That doesn’t go so well for them, however.