Sheet metal forming optimization by using surrogate modeling techniques

被引:36
|
作者
Wang Hu [1 ,2 ]
Ye Fan [1 ]
Chen Lei [1 ]
Li Enying [3 ]
机构
[1] Hunan Univ, State Key Lab Adv Design & Mfg Vehicle Body, Changsha 410082, Hunan, Peoples R China
[2] Joint Ctr Intelligent New Energy Vehicle, Changsha, Hunan, Peoples R China
[3] Cent South Univ Forestry & Technol, Sch Logist, Changsha 41004, Hunan, Peoples R China
基金
中国国家自然科学基金;
关键词
surrogate; optimization; sheet metal forming; RESPONSE-SURFACE METHODOLOGY; FINITE-ELEMENT MODEL; GLOBAL OPTIMIZATION; APPROXIMATE OPTIMIZATION; NEURAL-NETWORKS; SAMPLING METHOD; PROCESS DESIGN; ALGORITHM; SIMULATION; SPRINGBACK;
D O I
10.3901/CJME.2016.1020.123
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
Surrogate assisted optimization has been widely applied in sheet metal forming design due to its efficiency. Therefore, to improve the efficiency of design and reduce the product development cycle, it is important for scholars and engineers to have some insight into the performance of each surrogate assisted optimization method and make them more flexible practically. For this purpose, the state-of-the-art surrogate assisted optimizations are investigated. Furthermore, in view of the bottleneck and development of the surrogate assisted optimization and sheet metal forming design, some important issues on the surrogate assisted optimization in support of the sheet metal forming design are analyzed and discussed, involving the description of the sheet metal forming design, off-line and online sampling strategies, space mapping algorithm, high dimensional problems, robust design, some challenges and potential feasible methods. Generally, this paper provides insightful observations into the performance and potential development of these methods in sheet metal forming design.
引用
收藏
页码:22 / 36
页数:15
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