@article{ART001537779},
author={Sung Hoon Jung},
title={Improvement of evolution speed of individuals through hybrid reproduction of monogenesis and gamogenesis in genetic algorithms},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2011},
volume={16},
number={3},
pages={45-52}
TY - JOUR
AU - Sung Hoon Jung
TI - Improvement of evolution speed of individuals through hybrid reproduction of monogenesis and gamogenesis in genetic algorithms
JO - Journal of The Korea Society of Computer and Information
PY - 2011
VL - 16
IS - 3
PB - The Korean Society Of Computer And Information
SP - 45
EP - 52
SN - 1598-849X
AB - his paper proposes a method to accelerate the evolution speed of individuals through hybrid reproduction of monogenesis and gamogenesis. Monogenesis as a reproduction method that bacteria or monad without sexual distinction divide into two individuals has an advantage for local search and gamogenesis as a reproduction method that individuals with sexual distinction mate and breed the offsprings has an advantages for keeping the diversity of individuals. These properties can be properly used for improvement of evolution speed of individuals in genetic algorithms. In this paper, we made relatively good individuals among selected parents to do monogenesis for local search and forced relatively bad individuals among selected parents to do gamogenesis for global search by increasing the diversity of chromosomes. The mutation probability for monogenesis was set to a lower value than that of original genetic algorithm for local search and the mutation probability for gamogenesis was set to a higher value than that of original genetic algorithm for global search. Experimental results with four function optimization problems showed that the performances of three functions were very good, but the performances of fourth function with distributed global optima were not good. This was because distributed global optima prevented individuals from steady evolution.
KW - genetic algorithms;monogenesis;gamogenesis;evolution
DO -
UR -
ER -
Sung Hoon Jung. (2011). Improvement of evolution speed of individuals through hybrid reproduction of monogenesis and gamogenesis in genetic algorithms. Journal of The Korea Society of Computer and Information, 16(3), 45-52.
Sung Hoon Jung. 2011, "Improvement of evolution speed of individuals through hybrid reproduction of monogenesis and gamogenesis in genetic algorithms", Journal of The Korea Society of Computer and Information, vol.16, no.3 pp.45-52.
Sung Hoon Jung "Improvement of evolution speed of individuals through hybrid reproduction of monogenesis and gamogenesis in genetic algorithms" Journal of The Korea Society of Computer and Information 16.3 pp.45-52 (2011) : 45.
Sung Hoon Jung. Improvement of evolution speed of individuals through hybrid reproduction of monogenesis and gamogenesis in genetic algorithms. 2011; 16(3), 45-52.
Sung Hoon Jung. "Improvement of evolution speed of individuals through hybrid reproduction of monogenesis and gamogenesis in genetic algorithms" Journal of The Korea Society of Computer and Information 16, no.3 (2011) : 45-52.
Sung Hoon Jung. Improvement of evolution speed of individuals through hybrid reproduction of monogenesis and gamogenesis in genetic algorithms. Journal of The Korea Society of Computer and Information, 16(3), 45-52.
Sung Hoon Jung. Improvement of evolution speed of individuals through hybrid reproduction of monogenesis and gamogenesis in genetic algorithms. Journal of The Korea Society of Computer and Information. 2011; 16(3) 45-52.
Sung Hoon Jung. Improvement of evolution speed of individuals through hybrid reproduction of monogenesis and gamogenesis in genetic algorithms. 2011; 16(3), 45-52.
Sung Hoon Jung. "Improvement of evolution speed of individuals through hybrid reproduction of monogenesis and gamogenesis in genetic algorithms" Journal of The Korea Society of Computer and Information 16, no.3 (2011) : 45-52.
