期刊文献+

一种基于代价算子的蚁群算法及其应用

An Ant Colony Algorithm Based on Induced Cost Operator and Its Application in TSP
下载PDF
导出
摘要 采用改进的蚁群算法求解较为复杂环境下的旅行商问题.针对出现蚁群算法运算时间过长、求解的结果精度低等不足问题,给出一种以动态搜索诱导代价算子为主的蚁群算法,制定动态搜索模型公式,加大进化初期的阈值,利用衰减模型的动态性能,最终加快收敛速度.TSP实例表明,改进的算法加快了收敛速度,提高了优化解. An improved ant colony algorithm is used to solve the traveling salesman problem in complex environments.Aiming at the problems of long operation time and low precision of the results,an ant colony algorithm based on the dynamic search induced cost operator(DSCO-ACA)is proposed to formulate a dynamic search model,increase the threshold at the initial stage of evolution,and finally accelerate the convergence speed by utilizing the dynamic performance of the attenuation model.An TSP example shows that the improved algorithm speeds up the convergence speed and improves the optimal solution.
作者 黄志华 HUANG Zhi-Hua(Maths Department,Jiaying College,Meizhou 514015,China)
出处 《嘉应学院学报》 2019年第6期15-19,共5页 Journal of Jiaying University
关键词 蚁群算法 代价算子 TSP实例 ant colony algorithm cost operator TSP examples
  • 相关文献

参考文献2

二级参考文献35

  • 1段海滨,王道波,朱家强,黄向华.蚁群算法理论及应用研究的进展[J].控制与决策,2004,19(12):1321-1326. 被引量:211
  • 2张捍东,郑睿,岑豫皖.移动机器人路径规划技术的现状与展望[J].系统仿真学报,2005,17(2):439-443. 被引量:119
  • 3Dong Yongfeng, Gu Junhua. Combination of GA and ant colony algorithm for distribution network planning[C]. Proc of the 6th Int Conf on Machine Learning and Cybernetics. New York: IEEE, 2007: 999-1002.
  • 4Yang B,Liu DY,Liu JM,Jin D,Ma HB.Complex network clustering algorithms.Journal of Software,2009,20(1):54-66(inChinese with English abstract).http://www.jos.org.cn/1000-9825/3464.htm[doi:10.3724/SP.J.1001.2009.03464].
  • 5Newman MEJ.Fast algorithm for detecting community structure in networks.Physical Review E,2004,69(6):066133.[doi:10.1103/PhysRevE.69.066133].
  • 6GuimeràR,Amaral LAN.Functional cartography of complex metabolic networks.Nature,2005,433(7028):895-900.[doi:10.1038/nature03288].
  • 7Duch J,Arenas A.Community detection in complex networks using extremal optimization.Physical Review E,2005,72(2):027104.[doi:10.1103/PhysRevE.72.027104].
  • 8Blondel VD,Guillaume JL,Lambiotte R,Lefebvre E.Fast unfolding of communities in large networks.Journal of StatisticalMechanics:Theory and Experiment,2008,2008(10):P10008.[doi:10.1088/1742-5468/2008/10/P10008].
  • 9LüZP,Huang WQ.Iterated tabu search for identifying community structure in complex networks.Physical Review E,2009,80(2):026130.[doi:10.1103/PhysRevE.80.026130].
  • 10Palla G,Derényi I,Farkas I,Vicsek T.Uncovering the overlapping community structure of complex networks in nature and society.Nature,2005,435(7043):814-818.[doi:10.1038/nature03607].

共引文献62

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