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一种改进选择算子和基于小生境的遗传算法
引用本文:陈友文.一种改进选择算子和基于小生境的遗传算法[J].计算机与数字工程,2009,37(6):21-24.
作者姓名:陈友文
作者单位:湖南涉外经济学院计算机学部,长沙,410205;湖南大学计算机与通信学院,长沙,410082
摘    要:为了进一步提高遗传算法选择算子的选优能力,在传统轮盘赌的基础上提出了一种基于排序的多轮轮盘赌选择算子,在提高了算子选优能力的同时也减少了随机性所产生的误差;同时采用了小生境技术,使得算法既能保证多样性又能够保留最优解。实验表明,与简单遗传算法相比较,新算法能够有效地提高收敛速度。

关 键 词:选择算子  小生境技术  改进遗传算法

An Improved Selection Operator of Genetic Algorithm Based on Niches
Chen Youwen.An Improved Selection Operator of Genetic Algorithm Based on Niches[J].Computer and Digital Engineering,2009,37(6):21-24.
Authors:Chen Youwen
Affiliation:Department of Computer;Hunan International Economics University1;College of computer Science and Communication;Hunan University2
Abstract:In order to improve the optimal ability of Genetic algorithm's selection operator,a new population-sorted multi-roulette-wheel selection operator was introduced based on traditional roulette-wheel selection operator.Meanwhile,niches were adopted,which can keep the diversity of the population and can choose the best individual to the next generation directly.Experiments show that new algorithm can improve the convergent performance better than the simple GA.
Keywords:selection operator  niches  improved genetic algorithm  
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