一个修改的混沌蚁群优化算法

刘乐柱; 张季谦; 许贵霞; 梁立嗣; 黄守芳

doi:10.7498/aps.62.170501

摘要

本文提出一个用于混沌蚁群优化算法的算法结束条件, 并将算法结束条件加入混沌蚁群优化算法. 通过数值试验, 验证其有效性. 数值试验表明混沌蚁群优化算法可以得到较高精度的最优解. 修改的混沌蚁群优化算法可以通过多次混沌搜寻, 逐步逼近最优解, 可以用来求解复杂连续空间优化问题.

关键词:

This paper proposed a modified chaotic ant swarm optimization under an effective termination condition. Numerical calculation verifies the validity of the modified algorithm. Simulation of the algorithm indicates that the algorithm can have a high-accuracy optimal solution. Through multiple chaotic searches, the modified algorithm gradually approaches the optimal solution which can be used to solve complex continuous domain optimization problem.

Keywords:

作者及机构信息

1.
安徽师范大学物理与电子信息学院, 芜湖 241000

基金项目: 国家自然科研基金理论物理专款项目(批准号: 11047017)和安徽省教育厅高等学校省级优秀青年人才基金项目(批准号: 2011SQRL023)资助的课题.

Authors and contacts

1.
College of Physics and Electronic Information, Anhui Normal University, Wuhu 241000, China

Funds: Project supported by the National Natural Science, and Special Fund for the Theoretical Physics of China (Grant No. 11047017), and the Special Foundation of Education of Anhui Province for Excellent Young Scientists, China (Grant No. 2011SQRL023).

参考文献

[1]	Leandro d S C, Diego L d A B 2010 Exp. Syst. Appl. 37 4198
[2]	Li Y Y, Wen Q Y, Li L X 2009 J. China Univ. Post. Telec. 16 58
[3]	Cai J J, Li Q, Li L X, Peng H P, Yang Y X 2012 Int. J. Electr. Power Energy Syst. 34 154
[4]	Li L X, Peng H P, Yang Y X, Wang X D 2007 Acta Phys. Sin. 56 0051 (in Chinese) [李丽香, 彭海朋, 杨义先, 王向东 2007 56 0051]
[5]	Li L X, Peng H P, Yang Y X 2008 Acta Phys. Sin. 57 0703 (in Chinese) [李丽香, 彭海朋, 杨义先 2008 57 0703]
[6]	Krzysztof S, Marco D 2008 Eur. J. Oper. Res. 185 1155
[7]	Li Y Y, Wen Q Y, Li L X, Peng H P 2009 Chaos, Soliton. Fract. 42 880
[8]	Wan M, Wang C, Li L X, Yang Y X 2012 Appl. Soft Comput. 12 2387

施引文献

[1]	Leandro d S C, Diego L d A B 2010 Exp. Syst. Appl. 37 4198
[2]	Li Y Y, Wen Q Y, Li L X 2009 J. China Univ. Post. Telec. 16 58
[3]	Cai J J, Li Q, Li L X, Peng H P, Yang Y X 2012 Int. J. Electr. Power Energy Syst. 34 154
[4]	Li L X, Peng H P, Yang Y X, Wang X D 2007 Acta Phys. Sin. 56 0051 (in Chinese) [李丽香, 彭海朋, 杨义先, 王向东 2007 56 0051]
[5]	Li L X, Peng H P, Yang Y X 2008 Acta Phys. Sin. 57 0703 (in Chinese) [李丽香, 彭海朋, 杨义先 2008 57 0703]
[6]	Krzysztof S, Marco D 2008 Eur. J. Oper. Res. 185 1155
[7]	Li Y Y, Wen Q Y, Li L X, Peng H P 2009 Chaos, Soliton. Fract. 42 880
[8]	Wan M, Wang C, Li L X, Yang Y X 2012 Appl. Soft Comput. 12 2387

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