Felmy was born on 28 May 1885 in Berlin.[1] In 1904, he joined the Imperial Army and, in 1912, Felmy went to flight school to become a pilot for the Imperial Army Air Service. During World War I, Felmy commanded a squadron on the Turkish Front.