
The first of these versions is the traditional particle swarm. An lbest
sociometry was defined, with each neighborhood comprising the indi-
vidual and its two adjacent neighbors. For version 1, then,
r
p
i
and
r
p
g
were
simply the best points found by the individual and by its best-
performing neighbor (including itself).
In version 2, the individual’s previous best performance was stereo-
typed, that is, particle i was attracted toward its cluster’s average previous
best performance as well as the performance of the best neighbor.
Version 3, replacing
r
p
g
with g’s (the best neighbor’s) cluster center, at-
tracted particle i toward the center of g’s cluster,