Crashworthiness design of a steel-aluminum hybrid rail using multi-response objective-oriented sequential optimization

被引:28
作者
Fang, Jianguang [1 ,4 ]
Qiu, Na [2 ]
An, Xiuzhe [2 ]
Xiong, Fenfen [3 ]
Sun, Guangyong [4 ]
Li, Qing [4 ]
机构
[1] Univ Technol Sydney, Sch Civil & Environm Engn, Sydney, NSW 2007, Australia
[2] Tongji Univ, Sch Automot Studies, Shanghai 201804, Peoples R China
[3] Beijing Inst Technol, Sch Aerosp Engn, Beijing 100081, Peoples R China
[4] Univ Sydney, Sch Aerosp Mech & Mechatron Engn, Sydney, NSW 2006, Australia
关键词
Hybrid structure; Multiresponse objective-oriented sequential; sampling; Crashworthiness optimization; Kriging; GLOBAL OPTIMIZATION; LIGHTWEIGHT DESIGN; TUBES;
D O I
10.1016/j.advengsoft.2017.05.013
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Hybrid structures with different materials have aroused increasing interest for their lightweight potential and excellent performances. This study explored the optimization design of steel-aluminum hybrid structures for the highly nonlinear impact scenario. A metamodel based multi-response objective-oriented sequential optimization was adopted, where Kriging models were updated with sequential training points. It was indicated that the sequential sampling strategy was able to obtain a much higher local accuracy in the neighborhood of the optimum and thus to yield a better optimum, although it did lead to a worse global accuracy over the entire design space. Furthermore, it was observed that the steel-aluminum hybrid structure was capable of decreasing the peak force and simultaneously enhancing the energy absorption, compared to the conventional mono-material structure. (C) 2017 Elsevier Ltd. Allrightsreserved.
引用
收藏
页码:192 / 199
页数:8
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