期刊
COMPUTERS & OPERATIONS RESEARCH
卷 50, 期 -, 页码 115-127出版社
PERGAMON-ELSEVIER SCIENCE LTD
DOI: 10.1016/j.cor.2014.04.013
关键词
Global optimization; Evolutionary algorithms (EAs); Biogeography-based optimization (BBO); Emergency airlift
类别
资金
- National Natural Science Foundation of China [61020106009, 61105073, 61272075]
Biogeography-based optimization (BBO) is a bio-inspired metaheuristic based on the mathematics of island biogeography. The paper proposes a new variation of BBO, named ecogeography-based optimization (EBO), which regards the population of islands (solutions) as an ecological system with a local topology. Two novel migration operators are designed to perform effective exploration and exploitation in the solution space, mimicking the species dispersal under ecogeographic barriers and differentiations. Experimental results show that the EBO outperforms the basic BBO and several other popular evolutionary algorithms (EAs) on a set of well-known benchmark problems. We also present a real-world application of the proposed EBO to an emergency airlift problem in the 2013 Ya'an-Lushan Earthquake, China. (C) 2014 The Authors. Published by Elsevier Ltd.
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