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The Effect of Rebirthing Technique on GA-based Size OptimizationThe Effect of Rebirthing Technique on GA-based Size Optimization

Other Titles
The Effect of Rebirthing Technique on GA-based Size Optimization
Authors
이상진이현진
Issue Date
2009
Publisher
대한건축학회
Keywords
Genetic Algorithm; Rebirthing Technique; Crossover Rate; Mutation Rate; Selection; Spatial Structures
Citation
Architectural Research, v.11, no.2, pp 19 - 26
Pages
8
Indexed
KCI
Journal Title
Architectural Research
Volume
11
Number
2
Start Page
19
End Page
26
URI
https://scholarworks.gnu.ac.kr/handle/sw.gnu/26635
ISSN
1229-6163
2383-5575
Abstract
The effect of rebirthing technique on the genetic algorithm (GA)-based size optimization is investigated. The GA mimics the principles of nature and it can gradually improve structural design through biological operations such as fitness, selection, crossover and mutation. However, premature optimum has been often detected in the generic GA with continuous design variable. Since then, the so-called rebirthing technique has been proposed to avoid this problem. However, the performance of the rebirthing technique has not been reported. Therefore, the size optimizations of spatial structures are tackled to investigate the performance of the rebirthing technique on the generic GA. From numerical results, it is well proved that the rebirthing technique is very effective to produce the optimum values regardless of the values of parameters used in the GA operations.
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