1. A Genetic Algorithm with Adaptive Gender Assignment in the application of Mechanical Design Optimisation.
- Author
-
Tahera, K., Ibrahim, R. N., and Lochert, P. B.
- Subjects
GENETIC algorithms ,ASSIGNED gender ,GENETIC programming ,COMBINATORIAL optimization ,ALGORITHMS - Abstract
A standard genetic algorithm is asexual. To mimic nature more closely, this paper incorporates gender in a genetic algorithm. Two individuals from opposite sex are permitted for reproduction. Earlier researchers considered that the gender of the offspring depends on the gender of the individual removed from the population. Thus the number of males and females are kept constant. This assumption was relaxed by introducing randomness during gender assignment to the offspring after the crossover operation. However, due to the stochastic nature of the process, this may generate a population of single sex which leads to no regeneration being possible. This paper introduces adaptive gender assignment to the offspring so that the gender of the offspring is decided based on the gender density in the population. The proposed algorithm is applied to design a pressure vessel. [ABSTRACT FROM AUTHOR]
- Published
- 2007