Apply genetic algorithm to parameter estimation in chaotic noise

被引:0
|
作者
Li, ZY [1 ]
Dong, HC [1 ]
Quan, TF [1 ]
机构
[1] Harbin Inst Technol, Dept Elect Commun Engn, Harbin 150001, Peoples R China
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Minimizing the Phase Space Volume (MPSV) method is a promising method to estimate the parameter in chaotic noise, and separate the desired signal from; chaotic noise background However, the high time complexity is a major problem in its algorithm, and this weakness limits its applications. In this paper, we examine the feasibility of using Genetic Algorithm (GA) in MPSV, and show the possible decreasing degree of time complexity. To illustrate the usefulness of applying GA, we applied the improved method to estimate the coefficients of an autoregressive model. As we showed, it improves the weakness of the original method, and in our experiment, the time spent by the improved algorithm decreases about 102 times, and maintains the precision at the same time..
引用
收藏
页码:1399 / 1402
页数:4
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