期刊文献+

新型的双种群蚁群算法 被引量:4

Novel dual population ant colony algorithm
下载PDF
导出
摘要 基于对蚂蚁种群中兵蚁和工蚁在觅食过程中合作关系的仿生,提出了一种改进型蚁群算法。在该算法中同时存在着兵蚁子种群与工蚁子种群两个种群,两个子种群并行搜索,通过兵蚁的分布来影响到工蚁的移动选择,以取得各蚂蚁子群体中解的多样性和收敛性之间的动态平衡。基于旅行商问题的实验证明,算法具有较好的全局搜索能力和收敛速度。 A novel ant colony algorithm is proposed based on the bionics of cooperation relation between soldier ant and worker ant in the foraging process.Soldier ant population and worker ant population are designed to search problem solution by parallel way in proposed algorithm.The dynamic equilibrium between solution diversity and convergence speed is achieved by using the effect of the soldier ant’s distribution to worker ants’movement choice.Experimental results on traveling salesman problem show that proposed algorithm has a good global searching ability and high convergence speed.
出处 《计算机工程与应用》 CSCD 北大核心 2011年第13期39-41,共3页 Computer Engineering and Applications
基金 国家自然科学基金No.70701013~~
关键词 蚁群算法 旅行商问题 信息素 兵蚁 工蚁 ant colony algorithm Traveling Salesman Problem(TSP) pheromone soldier ant worker ant
  • 相关文献

参考文献7

二级参考文献63

共引文献93

同被引文献36

  • 1王颖,谢剑英.一种自适应蚁群算法及其仿真研究[J].系统仿真学报,2002,14(1):31-33. 被引量:232
  • 2章春芳,陈崚,陈娟.求解频率分配问题的自适应的多种群蚁群算法.[J].小型微型计算机系统,2006,27(5):837-841. 被引量:11
  • 3Dorigo M,Maniezzo V,Colorni A.Ant system:optimization by a colony of cooperating agents[J].IEEE Trans on Systems, Man and Cybernetics, 1996,26( 1 ) :29-41.
  • 4Hu Yurong, Ding Lixin,Xie Datong.The setting of parame- ters in an improved Ant Colony Optimization algorithm for feature selection[J].Journal of Competational Information Sys- tems,2012,8(19) : 8231-8238.
  • 5Hu Xiayun,Zhu Yanfei.Researches and applications of ant colony algorithm[C]//Proc of the 2nd International Confer- ence on Computer Application and System Modeling.Paris: Atlantis Press, 2012 : 859-862.
  • 6王小平;曹立明.遗传算法:理论、应用与软件实现[M]西安:西安交通大学出版社,2002.
  • 7KAWAMURA H,YAMAMOTO M,SUZUKI K. MultiPle ant eolony algorithm based on colony level interaetions[J].IEICETRANS FUN DAMENTALS,2000,(02):371-379.
  • 8Gambardella L M,Taillard E,Agazzi G. MACS-VRPTW:A muhiple antcolony system for vehicle routing problems with Time windows,[Technical Report Idsia IDSIA-06-99 LUGA NO][R].S w i t z e r l a n d,1999.
  • 9Middendorf M,Reischle F,Schmeck H. Multi colony ant algorithms[J].Heuristics,2002,(03):305-320.doi:10.1023/A:1015057701750.
  • 10Chug Shu-chuan,Riddiek J F,Pan Jeng-shyang. Ant colony system with communication strategies[J].Information Sciences,2004,(124).

引证文献4

二级引证文献17

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部