A metamodel-assisted evolutionary algorithm for expensive optimization
文献类型：会议论文
| 作者 | Luo CT(罗长童) ; Jiang ZL(姜宗林); Wang C(王春)
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| 出版日期 | 2011 |
| 会议名称 | 7th International Conference on Scientific Computing and Applications |
| 会议日期 | JUN 13-16, 2010 |
| 会议地点 | Dalian, PEOPLES R CHINA |
| 通讯作者邮箱 | luo@imech.ac.cn |
| 关键词 | Expensive optimization Evolutionary algorithm Low dimensional simplex evolution Metamodel Radial basis function RADIAL BASIS FUNCTION BLACK-BOX FUNCTIONS GLOBAL OPTIMIZATION |
| 卷号 | 236 |
| 期号 | 5 |
| 页码 | 759-764 |
| 通讯作者 | Luo, CT (reprint author), Chinese Acad Sci, Inst Mech, Beijing 100190, Peoples R China |
| 中文摘要 | Expensive optimization aims to find the global minimum of a given function within a very limited number of function evaluations. It has drawn much attention in recent years. The present expensive optimization algorithms focus their attention on metamodeling techniques, and call existing global optimization algorithms as subroutines. So it is difficult for them to keep a good balance between model approximation and global search due to their two-part property. To overcome this difficulty, we try to embed a metamodel mechanism into an efficient evolutionary algorithm, low dimensional simplex evolution (LDSE), in this paper. The proposed algorithm is referred to as the low dimensional simplex evolution extension (LDSEE). It is inherently parallel and self-contained. This renders it very easy to use. Numerical results show that our proposed algorithm is a competitive alternative for expensive optimization problems. (C) 2011 Elsevier B.V. All rights reserved. |
| 收录类别 | CPCI（ISTP） |
| 合作状况 | 国际 |
| 产权排序 | Chinese Acad Sci, Inst Mech, Beijing 100190, Peoples R China; Nagoya Univ, Dept Computat Sci & Engn, Nagoya, Aichi 4648603, Japan |
| 会议主办者 | Dalian Univ Technol |
| 会议网址 | http://dx.doi.org/10.1016/j.cam.2011.05.047 |
| 会议录 | JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS
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| 会议录出版者 | ELSEVIER SCIENCE BV |
| 学科主题 | Mathematics ; Applied |
| 会议录出版地 | PO BOX 211, 1000 AE AMSTERDAM, NETHERLANDS |
| 语种 | 英语 |
| ISSN号 | 0377-0427 |
| 源URL | [http://dspace.imech.ac.cn/handle/311007/45275]  |
| 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 CT,Jiang ZL,Wang C. A metamodel-assisted evolutionary algorithm for expensive optimization[C]. 见:7th International Conference on Scientific Computing and Applications. Dalian, PEOPLES R CHINA. JUN 13-16, 2010.http://dx.doi.org/10.1016/j.cam.2011.05.047. |
入库方式： OAI收割
来源：力学研究所
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