Lower, Mark A (1860) Patronymica Britannica: a dictionary of the family names of the United Kingdom. London: J.R. Smith. Public Domain.
ATTON
As described in historical dictionaries
Patronymica Britannica (1860)
R ATTON. An estate at Willingdon, co. Sussex, on which the family were resident in the XIV. century.