KMS Of Academy of mathematics and systems sciences, CAS
An improved TLBO based memetic algorithm for aerodynamic shape optimization | |
Qu, Xinghua2; Zhang, Ran2; Liu, Bo1![]() | |
2017 | |
发表期刊 | ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE
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ISSN | 0952-1976 |
卷号 | 57页码:1-15 |
摘要 | Aerodynamic shape optimization (ASO) for aircraft is the focus of concern as well as the subject of substantial research issue in aerospace engineering. This paper proposes a novel TLBO (teaching-learning based optimization based) memetic algorithm (TLBO-MA) for optimizing the aerodynamic shape. In the proposed TLBO-MA, an adaptive teaching factor, conservation of information inspired operator and multi-meme learning are incorporated to enhance the searching behavior of standard TLBO. Simulation based on well-known benchmarks and ASO for HTV-2 prototype demonstrates the efficiency of the proposed TLBO-MA. |
关键词 | Aerodynamic shape optimization Teaching-Learning based optimization Memetic algorithm |
DOI | 10.1016/j.engappai.2016.10.009 |
语种 | 英语 |
资助项目 | National Natural Science Foundation of China[71101139] ; National Natural Science Foundation of China[71390331] ; National Science Fund for Distinguished Young Scholars of China[61525304] ; Defense Industrial Technology Development Program, Humanity and Social Science Youth Foundation of Ministry of Education of China[16YJCZH056] ; Key Research Program of Frontier Sciences, Chinese Academy of Sciences[QYZDB-SSW-SYS020] |
WOS研究方向 | Automation & Control Systems ; Computer Science ; Engineering |
WOS类目 | Automation & Control Systems ; Computer Science, Artificial Intelligence ; Engineering, Multidisciplinary ; Engineering, Electrical & Electronic |
WOS记录号 | WOS:000390972000001 |
出版者 | PERGAMON-ELSEVIER SCIENCE LTD |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.amss.ac.cn/handle/2S8OKBNM/24462 |
专题 | 系统科学研究所 |
通讯作者 | Liu, Bo; Li, Huifeng |
作者单位 | 1.Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R China 2.Beihang Univ, Astronaut Sch, Beijing 100191, Peoples R China |
推荐引用方式 GB/T 7714 | Qu, Xinghua,Zhang, Ran,Liu, Bo,et al. An improved TLBO based memetic algorithm for aerodynamic shape optimization[J]. ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE,2017,57:1-15. |
APA | Qu, Xinghua,Zhang, Ran,Liu, Bo,&Li, Huifeng.(2017).An improved TLBO based memetic algorithm for aerodynamic shape optimization.ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE,57,1-15. |
MLA | Qu, Xinghua,et al."An improved TLBO based memetic algorithm for aerodynamic shape optimization".ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE 57(2017):1-15. |
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