A novel evolutionary engineering design approach for mixed-domain systems

被引:23
|
作者
Fan, Z [1 ]
Seo, KS
Hu, JJ
Goodman, ED
Rosenberg, RC
机构
[1] Michigan State Univ, Genet Algorithms Res & Applicat Grp GARAGe, E Lansing, MI 48824 USA
[2] Michigan State Univ, Dept Mech Engn, E Lansing, MI 48824 USA
关键词
mixed-domain design; bond graphs; genetic programming; open-ended topological search;
D O I
10.1080/03052150410001647957
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper presents an approach to engineering design of mixed-domain dynamic systems. The approach aims at system-level design and has two key features: first, it generates engineering designs that satisfy predefined specifications in an automatic manner; second, it can design systems belonging to different or mixed physical domains, such as electrical, mechanical, hydraulic, pneumatic, thermal systems and/or a mixture of them. Two important tools are used in this approach, namely, bond graphs and genetic programming. Bond graphs are useful because they are domain independent, amenable to free structural composition, and are efficient for classification and analysis, allowing rapid determination of various types of acceptability or feasibility of candidate designs. Genetic programming, on the other hand, is a powerful tool for open-ended topological search. To prevent the premature convergence often encountered in evolutionary computation, a hierarchical fair competition model is adopted in this work. Examples of an analog filter design and an MEM filter design illustrate the application of the approach.
引用
收藏
页码:127 / 147
页数:21
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