First Lieutenant Armstrong was the pilot of a B-29 Superfortress Bomber with the 301st Bomber Squadron, 352nd Bomber Wing based at Upper Hayford Air Base, England. On 2 February 1953, his aircraft was taking off from Wheelus Field, Tripoli, Libya, when it crashed killing fifteen members of the crew.

Armstrong was awarded the National Defense Service Medal.