For financial aid, go to each school’s web site and search for the net price calculator. But if your parents really are “incredibly rich”, then you probably won’t get any financial aid.
But no, it is not worth going into $150,000 debt for undergraduate, particularly when Arizona is a perfectly respectable school for physics and astronomy.
PhD programs worth attending should be fully funded, so do not worry about the cost of that.