Evolutionary Dynamic Multiobjective Optimization: Benchmarks and Algorithm Comparisons

IEEE Transactions on Cybernetics
Shouyong Jiang, Shengxiang Yang

Abstract

Dynamic multiobjective optimization (DMO) has received growing research interest in recent years since many real-world optimization problems appear to not only have multiple objectives that conflict with each other but also change over time. The time-varying characteristics of these DMO problems (DMOPs) pose new challenges to evolutionary algorithms. Considering the importance of a representative and diverse set of benchmark functions for DMO, in this paper, we propose a new benchmark generator that is able to tune a number of challenging characteristics, including mixed Pareto-optimal front (convexity-concavity), nonmonotonic and time-varying variable-linkages, mixed types of changes, and randomness in type change, which have rarely or not been considered or tested in the literature. A test suite of ten instances with different dynamic features is produced from the generator in this paper. Additionally, a few new performance measures are proposed to evaluate algorithms for DMOPs with different characteristics. Six representative multiobjective evolutionary algorithms from the literature are investigated based on the proposed DMO test suite and performance measures. The experimental results facilitate a better understanding of ...Continue Reading

References

Jun 8, 2000·Evolutionary Computation·E ZitzlerL Thiele
Sep 21, 2010·IEEE Transactions on Systems, Man, and Cybernetics. Part B, Cybernetics : a Publication of the IEEE Systems, Man, and Cybernetics Society·Paul P-Y WuTorsten Merz
Jan 11, 2011·Technology in Cancer Research & Treatment·M LiY Q Cai
Jun 13, 2013·IEEE Transactions on Cybernetics·Aimin ZhouQingfu Zhang
Sep 3, 2013·IEEE Transactions on Cybernetics·Swagatam DasRohan Mukherjee
Oct 18, 2013·IEEE Transactions on Cybernetics·Miqing LiXiaohui Liu
Jul 24, 2014·IEEE Transactions on Cybernetics·Proteek Chandan RoyXin Yao
Sep 16, 2014·IEEE Transactions on Cybernetics·Liangjun KeRoberto Battiti
Oct 21, 2014·IEEE Transactions on Cybernetics·Shaul SalomonRobin C Purshouse
Mar 18, 2015·IEEE Transactions on Cybernetics·Shouyong Jiang, Shengxiang Yang

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