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基于克隆选择原理求解多峰函数优化问题

Resolving Multi-modal Function Optimization Problem Based on Clonal Selection Principle
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摘要 文中分析了传统的用于多峰函数优化问题的小生境遗传算法的特点和不足,基于免疫系统中的克隆选择原理,合理地构建了克隆选择算子及引入一种新的小生境技术,提出了一种解决多峰函数优化问题的小生境克隆选择算法.最后,实现了该算法对几种典型的多峰函数的优化仿真,结果表明该算法简单有效. This paper analyzes the characteristics and deficiencies of traditional niche genetic algorithms for multi-modal function optimization, and propose a niche cionai selection algorithm for multi-modal function optimization by formulating suitable cional selection operators and introducing a new niching technology, based on cionai selection principle of immune system. Finally, the algorithm is applied to the optimizations of typical multi-modal functions. The experiments reveal its simplicity and effectiveness.
出处 《河西学院学报》 2006年第5期14-17,共4页 Journal of Hexi University
关键词 多峰函数优化 小生境技术 克隆选择原理 免疫系统 multi-modal function optimization clonai selection principle niching technology
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  • 1[1]Richard K Belew, Michael D Vose. Foundations of Genetic Algorithms 4. San Francisco, Calif: Morgan Kaufmann Publishers, Inc., 1997
  • 2[2]Melanie Mitchell. An Introduction to Genetic Algorithms. Cambridge, Mass: The MIT Press, 1996
  • 3[3]De Jong K A. Genetic algorithms: A 25 year perspective. In: Proceedings of the Fifth International Conference on Genetic Algorithms,Los Altos,CA: Morgan Kaufmann Publishers, 1993
  • 4[4]Mahfoud S W. Crowding and pre-selection revisited. In: Parallel Problem Solving from Nature, Manner R, Manderick B (eds.). Berlin: Springer, 1992. 67~76
  • 5[5]Mengshoel O J, Goldberg D E. Probabilistic crowding: Deterministic crowding with probabilistic replacement. In: Proceedings of the Genetic and Evolutionary Computation Conference 1999 (GECCO-99),Banzhaf W et al.(eds.). San Fransisco, CA: Morgan Kaufmann, 1999. 173~179
  • 6[6]Goldberg D E, Deb K, Horn J. Massive multi-modality, deception, and genetic algorithms. In: Manner R, Manderick B (eds.), Parallel Problem Solving from Nature, Berlin: Springer, 1992. (2):37~46
  • 7[7]Beasley D, Bull D R, Martin R R. A sequential niche technique fo r multi-modal function optimization. Evolutionary Computation, 1993,1(2):101~125
  • 8[8]Harik G. Finding multi-modal solutions using restricted tournament selection. In: Proceedings of the Sixth International Conference on Genetic Algorithms (ICGA 6), Eshelman L J (ed.), San Francisco, CA: Morgan Kaufmann, 1995. 24~3 1
  • 9[9]Miller B L, Shaw M J. Genetic Algorithms with dynamic niche sharing for multi-modal function optimization. In: IEEE International Conference on Evolutionary Computation, Piscataway, NJ: IEEE Press, 1996. 786~791
  • 10[10]Goldberg D E, Wang L. Adaptive niching via co-evolutionary sharing. In Genetic Algorithms in Engineering and Computer Science, Quagliarella et al. (eds.). Chichester: John Wiley and Sons, Ltd. 1997, 21~38

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