Optimization based on symbiotic multi-species coevolution
文献类型:期刊论文
作者 | Chen HN(陈瀚宁); Zhu YL(朱云龙)![]() |
刊名 | Applied Mathematics and Computation
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出版日期 | 2008 |
卷号 | 205期号:1页码:47-60 |
关键词 | Symbiosis Multi-species coevolution Species extinction and speciation PSO PS2O |
ISSN号 | 0096-3003 |
产权排序 | 1 |
通讯作者 | 陈瀚宁 |
中文摘要 | This paper presents a general optimization model gleaned ideas from the coevolution of symbiotic species in natural ecosystems. Species extinction and speciation events are also considered in this model to tie it closer to natural evolution, as well as improve the algorithm robustness. This model is instantiated as a novel multi-species optimizer, namely PS2O, which extends the dynamics of the canonical PSO algorithm by adding a significant ingredient that takes into account the symbiotic coevolution between species. When tested against benchmark functions, the PS2O markedly outperforms the canonical PSO algorithm in terms of accuracy, robustness and convergence speed. |
WOS标题词 | Science & Technology ; Physical Sciences |
类目[WOS] | Mathematics, Applied |
研究领域[WOS] | Mathematics |
关键词[WOS] | PARTICLE SWARM OPTIMIZATION ; HYBRID ALGORITHM |
收录类别 | SCI ; EI ; CPCI(ISTP) |
语种 | 英语 |
WOS记录号 | WOS:000260585900006 |
公开日期 | 2012-05-29 |
源URL | [http://ir.sia.cn/handle/173321/6944] ![]() |
专题 | 沈阳自动化研究所_工业信息学研究室_先进制造技术研究室 |
推荐引用方式 GB/T 7714 | Chen HN,Zhu YL. Optimization based on symbiotic multi-species coevolution[J]. Applied Mathematics and Computation,2008,205(1):47-60. |
APA | Chen HN,&Zhu YL.(2008).Optimization based on symbiotic multi-species coevolution.Applied Mathematics and Computation,205(1),47-60. |
MLA | Chen HN,et al."Optimization based on symbiotic multi-species coevolution".Applied Mathematics and Computation 205.1(2008):47-60. |
入库方式: OAI收割
来源:沈阳自动化研究所
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