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多模态函数优化的小生境克隆选择算法 被引量：8

Niche Clonal Selection Algorithm for Multi-modal Function Optimization
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摘要 分析了传统用于多模态函数优化问题小生境遗传算法的特点和不足,基于免疫系统的克隆选择原理,提出一种解决多模态函数优化问题的小生境克隆选择算法(NCSA),通过3个典型的多模态函数寻优问题的仿真实验,说明实现了小生境克隆选择算法在解决多模态函数的优化问题时的有效性. The characteristics and deficiencies of traditional niche genetic algorithms for multi-modal function optimization are discussed, and a niche clonal selection algorithm （NCSA） for multi-modal function optimization based on clonal selection principle of immune system is proposed. Finally, the algorithm is applied to the optimizations of typical multi-modal functions, and the experiments have revealed its simplicity and effectiveness.
作者 王晓兰 李恒杰
机构地区 兰州理工大学电气工程与信息工程学院
出处 《甘肃科学学报》 2006年第3期64-68,共5页 Journal of Gansu Sciences
基金 甘肃省自然科学基金资助项目(ZS021-A25-017-G)
关键词 多模态函数优化 小生境技术 克隆选择算法 multi-modal function optimization niching technology clonal selection algorithm
分类号 TP301.6 [自动化与计算机技术—计算机系统结构]
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参考文献10

  • 1李敏强,寇纪淞.多模态函数优化的协同多群体遗传算法[J].自动化学报,2002,28(4):497-504. 被引量：33
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  • 5Mahfoud S W.Crowding and Pre-selection Revisited[A].In:Manner R M.Parallel Problem Solving from Nature[C].Berlin:Springer,1992.67-76.
  • 6Mengshoel O J,Goldberg D E.Probabilistic Crowding:Deterministic Crowding with Probabilistic Replacement[A].In:Proceedings of the Genetic and Evolutionary Computation Conference 1999 (GECCO 299)[C].San Francisco:Morgan Kaufmann,1999.173-179.
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  • 8Burnet F M.The Clonal Selection Theory of Acquired Immunity[M].Cambridge University,Press,1959.
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  • 10Leandro N de Castro,Fernando J Von Zuben.Learning and Optimization Using the Clonal Selection Principle[J].IEEE Transactions on Evolutionary Computation,2002,6(3):239-251.

二级参考文献10

  • 1[1]Richard K Belew, Michael D Vose. Foundations of Genetic Algorithms 4. San Francisco, Calif: Morgan Kaufmann Publishers, Inc., 1997
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共引文献32

同被引文献48

引证文献8

二级引证文献28

甘肃科学学报
2006年 第3期

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