A metamodel-assisted evolutionary algorithm for expensive optimization
文献类型：期刊论文
| 作者 | Luo ZT(罗长童) ; Zhang SL(张绍良); Wang C(王春); Jiang ZL(姜宗林)
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| 刊名 | Journal of Computational and Applied Mathematics
 |
| 出版日期 | 2011 |
| 卷号 | 236期号:5页码:759-764 |
| 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 |
| ISSN号 | 0377-0427 |
| 产权排序 | [Luo, Changtong; Wang, Chun; Jiang, Zonglin] Chinese Acad Sci, Inst Mech, Beijing 100190, Peoples R China; [Zhang, Shao-Liang] Nagoya Univ, Dept Computat Sci & Engn, Nagoya, Aichi 4648603, Japan |
| 通讯作者 | Luo, CT (reprint author), Chinese Acad Sci, Inst Mech, Beijing 100190, Peoples R China |
| 合作状况 | 国际 |
| 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. |
| 学科主题 | Mathematics |
| 分类号 | 二类/Q2 |
| 类目[WOS] | Mathematics, Applied |
| 研究领域[WOS] | Mathematics |
| 关键词[WOS] | RADIAL BASIS FUNCTION ; BLACK-BOX FUNCTIONS ; GLOBAL OPTIMIZATION |
| 收录类别 | SCI ; EI |
| 原文出处 | http://dx.doi.org/10.1016/j.cam.2011.05.047 |
| 语种 | 英语 |
| WOS记录号 | WOS:000297717100016 |
| 公开日期 | 2012-04-01 |
| 源URL | [http://dspace.imech.ac.cn/handle/311007/45167]  |
| 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,Zhang SL,Wang C,et al. A metamodel-assisted evolutionary algorithm for expensive optimization[J]. Journal of Computational and Applied Mathematics,2011,236(5):759-764. |
| APA | Luo ZT,Zhang SL,Wang C,&Jiang ZL.(2011).A metamodel-assisted evolutionary algorithm for expensive optimization.Journal of Computational and Applied Mathematics,236(5),759-764. |
| MLA | Luo ZT,et al."A metamodel-assisted evolutionary algorithm for expensive optimization".Journal of Computational and Applied Mathematics 236.5(2011):759-764. |
入库方式： OAI收割
来源：力学研究所
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