Genetic Algorithm Based Analysis of Envelope using Complex Analytical Wavelet Transform

被引:0
|
作者
Huang, Lianfen [1 ]
Wu, Xiongpeng [1 ]
Zhao, Caidan [1 ]
Gao, Minghui [1 ]
Xiong, Haiyan [1 ]
机构
[1] Xiamen Univ, Dept Commun Engn, Xiamen 361005, Peoples R China
来源
2014 PROCEEDINGS OF THE 9TH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE & EDUCATION (ICCSE 2014) | 2014年
关键词
genetic algorithm; complex Morlet wavelet transform; envelope;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Hilbert transform envelope analysis, spectrogram envelope analysis, and complex analytical wavelet envelope analysis are discussed in this paper. According to the disadvantages such as Hilbert transform susceptible to noise interference, spectrum analysis affected by short-time window, and the parameters of Morlet wavelet set manually by experience, an improved algorithm based on genetic algorithm and complex Morlet wavelet transform is put forward in this paper. By genetic algorithm, the parameters of Morlet wavelet are optimized without experience, and the wavelet transform can effectively eliminate the influence caused by random noise. Moreover, the experimental results show that this improved algorithm outperforms the other algorithms.
引用
收藏
页码:287 / 290
页数:4
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