Parameter estimation for Lorenz chaotic systems based on chaotic ant swarm algorithm

被引:18
|
作者
Li Li-Xiang [1 ]
Peng Hai-Peng
Yang Yi-Xian
Wang Xiang-Dong
机构
[1] Beijing Univ Posts & Telecommun, Dept Informat Engn, Informat Secur Ctr, Beijing 100876, Peoples R China
[2] Beijing Univ Posts & Telecommun, State Key Lab Networking & Switching, Beijing 100876, Peoples R China
[3] Shenyang Univ Technol, Sch Informat Sci & Engn, Shenyang 110023, Peoples R China
关键词
parameter estimation; Lorenz chaotic system; chaotic ant swarm algorithm; numerical optimization;
D O I
10.7498/aps.56.51
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
The chaotic ant swarm algorithm is a chaos optimization algorithm based on swarm intelligence theory which was inspired by the chaotic and self-organizing behavior of the ants in nature. It includes both effects of chaotic dynamics and swarm-based search. Through the construction of a suitable fitness function, the problem of parameter estimation of the chaotic system is converted to a problem of parameter optimization which could be solved via chaotic ant swarm algorithm. Chaotic ant swarm algorithm has the ability of global search. A numerical simulation on the well-known Lorenz cnaotic system is conducted. Simulation results show that the proposed method is effective in parameter estimation of the chaotic system.
引用
收藏
页码:51 / 55
页数:5
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