This paper deals with the global optimization problem of determining the n-
atom cluster configuration that yields the minimum Lennard-Jones potential
energy. To approach this problem we propose a genetic algorithm combined wi
th a stochastic search procedure on icosahedral lattices. Although the pote
ntials obtained with our method for n = 148,... : 309 are in fact only uppe
r bounds for the global minima, we believe that most of these upper bounds
are tight. We provide a geometrical description of the optimal configuratio
ns found, whose structures are either icosahedral or Marks decahedral in ch
aracter. Also, we were able to discover a novel morphology - called FD here
- for Lennard-Jones atomic clusters. (C) 1999 Elsevier Science B.V. All ri
ghts reserved.