IEEE Transactions on Cybernetics • Vol 50 • No 2
A Multipopulation-Based Multiobjective Evolutionary Algorithm
October 2018 • Haiping Ma, Minrui Fei, Zheheng Jiang, Ling Li, Huiyu Zhou, Danny Crookes
Multipopulation is an effective optimization component often embedded into evolutionary algorithms to solve optimization problems. In this paper, a new multipopulation-based multiobjective genetic algorithm (MOGA) is proposed, which uses a unique cross-subpopulation migration process inspired by biological processes to share information between subpopulations. Then, a Markov model of the proposed multipopulation MOGA is derived, the first of its kind, which provides an exact mathematical model for each possible po…