In 1918, the Japanese astronomer Kiyotsugu Hirayama noticed that the orbits of some of the asteroids had similar parameters, forming families or groups.
Historically, various approximate analytic calculations were made, starting with those of Kiyotsugu Hirayama in the early 20th century.