The Effect of Rebirthing Technique on GA-based Size Optimization

The Effect of Rebirthing Technique on GA-based Size Optimization

초록

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.

키워드

Genetic Algorithm; Rebirthing Technique; Crossover Rate; Mutation Rate; Selection; Spatial Structures
제목
The Effect of Rebirthing Technique on GA-based Size Optimization
제목 (타언어)
The Effect of Rebirthing Technique on GA-based Size Optimization
저자
이상진; 이현진
발행일
2009
저널명
Architectural Research
권
11
호
2
페이지
19 ~ 26