The invention goes back to John Herschel, who proposed a division of the octave into 1000 parts, which was published (with appropriate credit to Herschel) in George Biddell Airy's book on musical acoustics.
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The millioctave was introduced by the German physicist Arthur von Oettingen in his book Das duale Harmoniesystem (1913).