Design History Retrieval Based Structural Topology Optimization

被引:0
|
作者
Liu, Jikai [1 ]
Ma, Yongsheng [1 ]
机构
[1] Univ Alberta, Dept Mech Engn, Edmonton, AB, Canada
来源
MULTI-DISCIPLINARY TRENDS IN ARTIFICIAL INTELLIGENCE, MIWAI 2015 | 2015年 / 9426卷
关键词
Topology optimization; Design history retrieval; Surrogate modeling; Sizing optimization;
D O I
10.1007/978-3-319-26181-2_25
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a novel topology optimization (TO) method which relies on design history retrieval and surrogate modeling. With this method, a new design case starts by retrieving the design history to find similar cases in both design domain geometry and boundary condition (BC), for which an innovative BC similarity evaluation has been developed. For the best-match history case, feature based topological design was available in database and is predictably similar to that of the new design case. Therefore, it can be used as the feature model input of the new design case, and the TO problem is simplified into a sizing optimization problem to find the optimal feature parameter set. Surrogate model based method has been employed to solve the sizing optimization problem. Overall, this new TO method characterizes as: first, the efficiency is much higher than the conventional TO methods; second, it obtains feature-based topological design without post-treatment effort.
引用
收藏
页码:262 / 270
页数:9
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