 Moore attended college at Georgia Institute of Technology in 1940.During World War II, he served as a weather equipment officer for the U.S. Army Air Corps in the China-Burma-India theater, and later in occupied China.Moore returned to Georgia Tech after the war, and received a bachelor's degree in chemical engineering in 1947.