Forgoing college, Norris joined the United States Air Force in 1956 and was trained as a nuclear weapons specialist, taking courses at the University of New Mexico.
Norris was the winner of the 2005 Lemelson-MIT Prize for his invention of a "hypersonic sound" system which allows sound to be focused with high precision.