However, in the
service area the number of objects around the robot could not
be defined so the number of clusters should be variable. The
improved K-means clustering method [12] predefines the size
of clusters rather than the number of clusters, which makes it
possible to increase the number of clusters if the size of a
cluster is over the predefined size. Fig. 4 shows the process of
clustering.