Three Real-Coded Genetic Algorithms With New Mutation Operators
- 10.2991/iske.2007.259How to use a DOI?
- Function optimization, Genetic algorithm, Real-coded, Mutation operator.
Local search is mainly implemented by the reproduction and crossover operation, global search is assured by the mutation operation in conventional genetic algorithm. In order to enhance the global search ability, three new mutation operators are proposed based on the idea that big change into small and small change into big for gene bit selected at random. The experimental verification shows that the proposed new genetic algorithms with new mutation operators are effective in seeking for the global optimal solutions.
- © 2007, the Authors. Published by Atlantis Press.
- Open Access
- This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).
Cite this article
TY - CONF AU - Guoli Zhang AU - Guangquan Zhang AU - Jianwei Ma AU - Chunlei Zhou PY - 2007/10 DA - 2007/10 TI - Three Real-Coded Genetic Algorithms With New Mutation Operators BT - Proceedings of the 2007 International Conference on Intelligent Systems and Knowledge Engineering (ISKE 2007) PB - Atlantis Press SP - 1520 EP - 1523 SN - 1951-6851 UR - https://doi.org/10.2991/iske.2007.259 DO - 10.2991/iske.2007.259 ID - Zhang2007/10 ER -