Tsallis Distribution-Based Fractional Derivative Method for Lamb Wave Signal Recovery

被引:11
作者
Chen, Xiao [1 ,2 ,3 ]
Wang, Chenlong [3 ]
机构
[1] Nanjing Univ Informat Sci & Technol, Collaborat Innovat Ctr Atmospher Environm & Equip, Nanjing 210044, Jiangsu, Peoples R China
[2] Nanjing Univ Informat Sci & Technol, Jiangsu Key Lab Meteorol Observat & Informat Proc, Nanjing 210044, Jiangsu, Peoples R China
[3] Nanjing Univ Informat Sci & Technol, Sch Elect & Informat Engn, Nanjing 210044, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
signal processing; Tsallis distribution; Lamb wave; fractional derivative; EMPIRICAL MODE DECOMPOSITION;
D O I
10.1080/09349847.2015.1023913
中图分类号
TB3 [工程材料学];
学科分类号
0805 ; 080502 ;
摘要
A new fractional derivative method based on the Tsallis distribution function is developed to recover the Lamb wave signals from the noisy Lamb wave signals. After the fractional derivative of the amplitude spectrum of the noisy Lamb signal at different derivative orders, the quartic polynomial function between the peak amplitude and the derivative order as well as that between the peak frequency and the derivative order is proposed based on the Tsallis distribution function. Then, the characteristic parameters of the amplitude spectrum are deduced by using the proposed polynomial relationship. Finally, the noise-free Lamb wave signal is recovered based on the characteristic parameters. Simulated results indicate that the Lamb wave signals can be recovered in the case of the white noise, the transient noise and the sine wave signal. Experimental results confirm the validity of the method. Consequently, the developed method can recover the Lamb wave signals effectively.
引用
收藏
页码:174 / 188
页数:15
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