登录 | 注册 | 退出 | 公司首页 | 繁体中文 | 满意度调查
综合馆
基于差分进化的生物地理学优化算法
  • 摘要

    针对生物地理学优化算法在实数编码时搜索能力较弱的缺点,提出一种基于差分进化的混合优化算法(BBO/DEs).通过将差分进化的搜索性与生物地理优化算法的利用性有机结合,以解决原算法在局部搜索时容易出现早熟的问题;并构造一种基于Levy分布的变异方式,确保种群在进化过程中保持多样性;最后通过实验比较,选取了合适的试验策略.利用高维标准测试函数对相关算法进行实验,结果表明该算法能够克服搜索能力不足的缺点,并继承了原算法的快速收敛性能,可以有效兼顾精度与速度的要求.

  • 作者

    叶开文  刘三阳  高卫峰  YE Kai-wen  LIU San-yang  GAO Wei-feng 

  • 作者单位

    西安电子科技大学理学院,西安,710071

  • 刊期

    2012年11期 ISTIC PKU

  • 关键词

    生物地理学优化  差分进化  实数编码  试验向量  Levy分布 

参考文献
  • [1] 蔡之华,龚文引,LING Charles-X. 基于进化规划的新型生物地理学优化算法研究. 系统工程理论与实践, 2010,6
  • [2] Simon D.. Biogeography-Based Optimization. IEEE transactions on evolutionary computation: A publication of the IEEE Neural Networks Council, 2008,6
  • [3] Yao, Xin;Lin, Guangming;Liu, Yong. Evolutionary programming made faster. IEEE transactions on evolutionary computation, 1999,2
  • [4] SIMON D. Matlab code of RBO. http://academic.csuohio.edu/simond/bbo/, 2008-05-08
  • [5] DU DAWEI;SIMON D;ERGEZER M. Biogeography-based optimization combined with evolutionary strategy and immigration refusal. Washington,DC:IEEE Computer Society, 2009
  • [6] MA HAIPING;NI SUHONG;SUN MAN. Equilibrium species counts and migration model tradeoffs for biogeography-based optimization. Washington,DC:IEEE Computer Society, 2009
  • [7] MO H;XU L. Biogeography migration algorithm for traveling salesman problem. International Journal of Intelligent Computing and Cybernetics, 2011,03
  • [8] BHATTACHARYA A;CHATTOPADHYAY P K. Hybrid differential evolution with biogeography-based optimization for solution of economic load dispatch. IEEE Transactions on Power Systems, 2010,04
  • [9] STORN R;PRICE K. Differential evolution:A simple and efficient heuristic for global optimization over continuous spaces. Journal of Global Optimization, 1997
  • [10] SIVANANAITHAPERUMAL S;AMALI S M J;BASKAR S. Constrained self-adaptive differential evolution based design of robust optimal fixed structure controller. Engineering Applications of Artificial Intelligence, 2011,06
  • [11] SIMON D. A probabilistic analysis of a simplified biogeographybased optimization algorithm. Evolutionary Computation, 2011,02
  • [12] LIN CHANG-YONG;YAO XIN. Evolutionary programming using mutations based on the Levy probability distribution. IEEE Transactions on Evolutionary Computation, 2004,01
  • [13] LEE CHANGYONG;YAO XIN. Evolutionary programming using mutations based on the Levy probability distribution. IEEE Transactions on Evolutionary Computation, 2004,01
  • [14] QIN A K;HUANG V L;SUGANTHAN p N. Differential evolution algorithm with strategy adaptation for global numerical optimization. IEEE Transactions on Evolutionary Computation, 2009,02
  • [15] QIN A K;SUGANTHAN p N. Self-adaptive differential evolution algorithm for numerical optimization. Piscataway:Institute of Electrical and Electronics Engineers Computer Society, 2005
查看更多︾
相似文献 查看更多>>
18.232.125.29