Accepted at the 13th International Conference on Parallel Problem Solving from Nature (PPSN’14). LNCS, Springer. Ljubljana, Slovenia. September 13-17, 2014.
Abstract. In this paper, we build upon the previous efforts to enhance the search ability of MOEAD by investigating the idea of evolving the whole population simultaneously at once. We thereby propose new alternative selection and replacement strategies that can be combined in different ways within a generic and problem-independent framework.