GA's in decomposition based design-subsystem interactions through immune network simulation

被引:12
作者
Lee, J [1 ]
Hajela, P [1 ]
机构
[1] Yonsei Univ, Seoul 120749, South Korea
关键词
D O I
10.1007/BF01197947
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The paper describes an adaptation of genetic algorithms (GA's) in decomposition-based design of multidisciplinary systems. The coupled multidisciplinary design problem is adaptively deomposed into a, number of smaller subproblems, each with fewer design Variables, and the design in each subproblem allowed to proceed in parallel, Fewer design variables allow for shorter string lengths to be used in the GA-based optimization in each subproblem, reducing the number of design alternatives to be explored, and hence also reducing the required number of function evaluations to convergence. A novel procedure is proposed to account for interactions between the decomposed subproblems, and is based on the modelling of the biological immune system. This approach also uses the genetic algorithm approach to update in each subproblem the design changes of all other subproblems. The design representation scheme, therefore, is common to both the design optimization step and the procedure required to account for interaction among the subproblems. The decomposition based solution of a dual structural-control de-sign problem is used as a test problem for the proposed approach. The convergence characteristics of the proposed approach are compared against those available from a nondecomposition-based method.
引用
收藏
页码:248 / 255
页数:8
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