Parallel algorithms based on stochastic hill-climbing and parallel algorithms based on simple elements of a genetic algorithm for the one-sided bipartite crossing number problem, used in row-based vlsi layout, were investigated. These algorithms were run on a pvm cluster. The experiments show that the parallel approach does not bring faster computation but it does, however, much more importantl...