DocumentCode
2662749
Title
Application of nonlinear adaptive filter based on nearest neighbors in phase space on EMD end effect
Author
Chenyan, Du ; Min, Xiao ; Yufeng, Zhang ; Nafeng, Su ; Lifang, Wang ; Ming, Chen ; Yanyan, Shi ; Baodan, Bai
Author_Institution
Sch. of Inf. Sci. & Eng., Yunnan Univ., Kunming
fYear
2008
fDate
16-18 July 2008
Firstpage
290
Lastpage
292
Abstract
The empirical mode decomposition (EMD) method proposed by Huang presents its own ability for processing nonlinear and nonstationary signals. However, this method also has limitation when the upper and lower envelopes, which are constructed by using a cubic spline function from given signals, deviate from the true ones because of the unknown accurate data at the end of the signal. This defect influences the signal decomposition quality with EMD algorithm seriously. In order to solve this problem, many approaches for restraining the end effect were proposed. In this article, we will use nonlinear adaptive filter based on nearest neighbors in Phase Space to solve EMD end effect.
Keywords
adaptive filters; nonlinear filters; signal processing; splines (mathematics); EMD end effect; cubic spline function; empirical mode decomposition method; nearest neighbors; nonlinear adaptive filter; nonlinear signals; nonstationary signals; phase space; signal decomposition quality; signal processing; Adaptive filters; Hilbert space; Nearest neighbor searches; Signal processing; Signal resolution; Spline; EMD; End effect; Nearest neighbors; Phase space;
fLanguage
English
Publisher
ieee
Conference_Titel
Control Conference, 2008. CCC 2008. 27th Chinese
Conference_Location
Kunming
Print_ISBN
978-7-900719-70-6
Electronic_ISBN
978-7-900719-70-6
Type
conf
DOI
10.1109/CHICC.2008.4605314
Filename
4605314
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