DocumentCode
1871085
Title
Reducing computational expense associated with evolutionary detailed design
Author
Vekeria, Harish D. ; Parmee, Ian C.
Author_Institution
Eng. Design Centre, Plymouth Univ., UK
fYear
1997
fDate
13-16 Apr 1997
Firstpage
391
Lastpage
396
Abstract
This paper provides a comparison of Adaptive Search methods for the reduction in computational expense associated with the optimisation of highly dimensional structural design problems. A sequential method for Dynamic Shape Refinement is presented. This technique utilises problem representations of varying complexity, from a coarse representation which is gradually refined until the desired level is achieved. This paper also presents the Injection Island Genetic Algorithm (iiGA). The technique utilises a number of levels of varying resolution grids, each evolving as a separate process. The iiGA method is further extended by the utilisation of a dynamic method of plate representation which performs on-line replacement of the lower resolution subpopulations with finer representations. The results show a significant improvement over those obtained utilising single level representations in terms of a reduction in computational expense, whilst also achieving significant improvements in design performance
Keywords
CAD/CAM; computational complexity; genetic algorithms; search problems; adaptive search; coarse representation; computational expense; dynamic shape refinement; evolutionary detailed design; highly dimensional structural design problems; injection island genetic algorithm; lower resolution subpopulations; plate representation; problem representations; sequential method; Building materials; Computer architecture; Concrete; Design engineering; Design optimization; Finite element methods; Genetic algorithms; Risk analysis; Shape; Stress;
fLanguage
English
Publisher
ieee
Conference_Titel
Evolutionary Computation, 1997., IEEE International Conference on
Conference_Location
Indianapolis, IN
Print_ISBN
0-7803-3949-5
Type
conf
DOI
10.1109/ICEC.1997.592341
Filename
592341
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