Genetic algorithm attributes for component selection

被引:15
作者
Carlson, SE
机构
[1] Dept. Mech., Aerosp., and Nucl. Eng., University of Virginia
[2] Dept. Mech., Aerosp., and Nucl. Eng., Thornton Hall, University of Virginia, Charlottesville, VA 22903-2442, McCormick Road
来源
RESEARCH IN ENGINEERING DESIGN-THEORY APPLICATIONS AND CONCURRENT ENGINEERING | 1996年 / 8卷 / 01期
关键词
genetic algorithm; component selection; catalog design;
D O I
10.1007/BF01616555
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper uses a genetic algorithm for component selection given a user-defined system layout, a database of components, and a defined set of design specifications. A genetic algorithm is a search method based on the principles of natural selection. An introduction to genetic algorithms is presented, and genetic algorithm attributes that are useful for component selection are explored. A comparison of these attributes is performed using two industrial design problems. A set of genetic algorithm attributes including integer coding, uniform crossover, anti-incest mating, variable mating and mutation rates, retention of population members from generation to generation, and an attention shifted penalty function are suggested for a more efficient search in component selection problems.
引用
收藏
页码:33 / 51
页数:19
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