An evolutionary algorithm partially inspired in the vertebrates' immune system for performing numerical optimization

被引:0
作者
García, RPH [1 ]
机构
[1] IPN, Ctr Invest & Computac, Mexico City 07700, DF, Mexico
来源
Proceedings of the IASTED International Conference on Artificial Intelligence and Applications, Vols 1and 2 | 2004年
关键词
genetic algorithms; numerical optimization; constraint handling;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The Immune System of Jawed Vertebrates (ISJV) is the most evolved of the immune systems [1], it has inspired the investigators in the development of solutions for problems in the field of computer sciences [2]. It is able to evolve inside the organism it defends in order to identify and mark progressively better the pathogens that may threaten the organism's health. A group of mechanism used by the ISJV to better its recognition of pathogens is called Affinity Maturation (AM). One of these known mechanisms is the Somatic Hypermutation (SH) of the B lymphocytes (specialized cells of ISJV). Some researchers believe that another mechanism: the Receptor Editing (RE) of the B lymphocytes also acts during AM [3]. In this paper, an algorithm inspired in AM with RE in combination with the crossover operator is proposed for making numerical optimization. The algorithm is tested with some constrained problems shown h [4] and one unconstrained minimax problem. The proposed algorithm worked well.
引用
收藏
页码:121 / 128
页数:8
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