Multilevel algorithms are a successful class of optimization techniques tha
t address the mesh partitioning problem for mapping meshes onto parallel co
mputers. They usually combine a graph contraction algorithm together with a
local optimization method that refines the partition at each graph level.
To date, these algorithms have been used almost exclusively to minimize the
cut-edge weight in the graph with the aim of minimizing the parallel commu
nication overhead. However, it has been shown that for certain classes of p
roblems, the convergence of the underlying solution algorithm is strongly i
nfluenced by the shape or aspect ratio of the subdomains. Therefore, in thi
s paper, the authors modify the multilevel algorithms to optimize a cost fu
nction based on the aspect ratio. Several variants of the algorithms are te
sted and shown to provide excellent results.