The facility is named in honor of 1st Lieutenant Robert Stanford Olmsted, U.S. Army Air Service, on 11 March 1948, killed in a ballooning accident over the village Loosbroek, Netherlands on 23 September 1923, while competing in the Gordon Bennett Cup.
Outside the church is a painted stone statue of the Saint Donatus of Muenstereifel.