Low dimensional simplex evolution: a new heuristic for global optimization
文献类型:期刊论文
作者 | Luo ZT(罗长童)![]() |
刊名 | JOURNAL OF GLOBAL OPTIMIZATION
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出版日期 | 2012 |
卷号 | 52期号:1页码:45-55 |
通讯作者邮箱 | luo@imech.ac.cn |
关键词 | Global optimization Heuristic Real-coded Evolutionary algorithm Differential evolution Low dimensional simplex evolution Differential Evolution Algorithms Search |
ISSN号 | 0925-5001 |
产权排序 | [Luo, Changtong] Chinese Acad Sci, Key Lab High Temp Gas Dynam, Beijing 100190, Peoples R China;[Yu, Bo] Dalian Univ Technol, Dept Appl Math, Dalian 116024, Peoples R China |
通讯作者 | Luo, CT |
合作状况 | 国内 |
中文摘要 | This paper presents a new heuristic for global optimization named low dimensional simplex evolution (LDSE). It is a hybrid evolutionary algorithm. It generates new individuals following the Nelder-Mead algorithm and the individuals survive by the rule of natural selection. However, the simplices therein are real-time constructed and low dimensional. The simplex operators are applied selectively and conditionally. Every individual is updated in a framework of try-try-test. The proposed algorithm is very easy to use. Its efficiency has been studied with an extensive testbed of 50 test problems from the reference (J Glob Optim 31:635-672, 2005). Numerical results show that LDSE outperforms an improved version of differential evolution (DE) considerably with respect to the convergence speed and reliability. |
学科主题 | 空气动力学 |
分类号 | 二类/Q2 |
收录类别 | SCI ; EI |
资助信息 | This research has been supported by the National Natural Science Foundation of China (Grants 10632090 and 90916028). |
原文出处 | http://dx.doi.org/10.1007/s10898-011-9678-1 |
语种 | 英语 |
WOS记录号 | WOS:000297653900003 |
公开日期 | 2013-01-18 |
源URL | [http://dspace.imech.ac.cn/handle/311007/46536] ![]() |
专题 | 力学研究所_高温气体动力学国家重点实验室 |
推荐引用方式 GB/T 7714 | Luo ZT,Yu B. Low dimensional simplex evolution: a new heuristic for global optimization[J]. JOURNAL OF GLOBAL OPTIMIZATION,2012,52(1):45-55. |
APA | Luo ZT,&Yu B.(2012).Low dimensional simplex evolution: a new heuristic for global optimization.JOURNAL OF GLOBAL OPTIMIZATION,52(1),45-55. |
MLA | Luo ZT,et al."Low dimensional simplex evolution: a new heuristic for global optimization".JOURNAL OF GLOBAL OPTIMIZATION 52.1(2012):45-55. |
入库方式: OAI收割
来源:力学研究所
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