Parameter identification for discrete memristive chaotic map using adaptive differential evolution algorithm

被引:59
作者
Peng, Yuexi [1 ,2 ]
He, Shaobo [3 ]
Sun, Kehui [3 ]
机构
[1] Xiangtan Univ, Sch Comp Sci, Xiangtan 411105, Peoples R China
[2] Xiangtan Univ, Sch Cyberspace Sci, Xiangtan 411105, Peoples R China
[3] Cent South Univ, Sch Phys & Elect, Changsha 410083, Peoples R China
基金
中国国家自然科学基金;
关键词
Parameter identification; Discrete memristor; Chaotic map; Differential evolution algorithm; Return maps; Coexisting attractors; OPTIMIZATION; DYNAMICS; SYSTEMS;
D O I
10.1007/s11071-021-06993-0
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
Since the concept of discrete memristor was proposed, more and more scholars began to study this topic. At present, most of works on the discrete memristor are devoted to the mathematical modeling and digital circuit implementation, but the research on its synchronization control has not received much attention. This paper focuses on the parameter identification for the discrete memristive chaotic map, and a modified intelligent optimization algorithm named adaptive differential evolution algorithm is proposed. To deal with the complex behaviors of hyperchaos and coexisting attractors of the considered discrete memristive chaotic maps, the identification objective function adopts two special parts: time sequences and return maps. Numerical simulations demonstrate that the proposed algorithm has the best performance among six existing algorithms, and it can still accurately identify the parameters of the original system under noise interference.
引用
收藏
页码:1263 / 1275
页数:13
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