A novel chaos optimization algorithm

被引:115
作者
Feng, Junhong [1 ,2 ]
Zhang, Jie [1 ,2 ]
Zhu, Xiaoshu [1 ,2 ]
Lian, Wenwu [1 ,2 ]
机构
[1] Yulin Normal Univ, Sch Comp Sci & Engn, Yulin 537000, Guangxi, Peoples R China
[2] Yulin Normal Univ, Guangxi Coll & Univ Key Lab Complex Syst Optimiza, Yulin 537000, Guangxi, Peoples R China
关键词
Chaos; Optimization; Chaotic map; Optimization algorithm;
D O I
10.1007/s11042-016-3907-z
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, by analyzing the best chaotic sequences generated by sixteen different chaotic maps, a novel chaos optimization algorithm is presented. It can intelligently base on different chaotic maps to select different strategies so as to map the chaotic variables into the optimization variables. For the proposed algorithm, the obtained best values, the run time, and the role of the first and the second stage search by using different chaotic maps are also analyzed and compared. The simulation results implemented on several classic test functions demonstrate that the proposed algorithm has a high performance and an outstanding efficiency.
引用
收藏
页码:17405 / 17436
页数:32
相关论文
共 16 条
[1]  
[Anonymous], INTRO CHAOS THEORY
[2]  
Cheng Zhi-gang, 2007, Systems Engineering and Electronics, V29, P103
[3]  
Erramilli A., 1994, MODELING PACKET TRAF
[4]  
Feldman D.P., 2012, Chaos and fractals: An elementary introduction
[5]   A review of chaos-based firefly algorithms: Perspectives and research challenges [J].
Fister, Iztok, Jr. ;
Perc, Matjaz ;
Kamal, Salahuddin M. ;
Fister, Iztok .
APPLIED MATHEMATICS AND COMPUTATION, 2015, 252 :155-165
[6]   Matlab toolbox and GUI for analyzing one-dimensional chaotic maps [J].
Galvez Tomida, Akemi .
INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCES AND ITS APPLICATIONS, PROCEEDINGS, 2008, :321-330
[7]   Firefly algorithm with chaos [J].
Gandomi, A. H. ;
Yang, X-S. ;
Talatahari, S. ;
Alavi, A. H. .
COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION, 2013, 18 (01) :89-98
[8]   Application of chaos in simulated annealing [J].
Ji, MJ ;
Tang, HW .
CHAOS SOLITONS & FRACTALS, 2004, 21 (04) :933-941
[9]  
Jie Zhang, 2009, Proceedings of the 2009 International Conference on Computational Intelligence and Security (CIS 2009), P282, DOI 10.1109/CIS.2009.111
[10]   A novel Hash algorithm construction based on chaotic neural network [J].
Li, Yantao ;
Deng, Shaojiang ;
Xiao, Di .
NEURAL COMPUTING & APPLICATIONS, 2011, 20 (01) :133-141