DocumentCode
257522
Title
Improving Empirical Mode Decomposition based on up-sampling
Author
Jialing Mo ; Weiping Hu ; Shasha Le
Author_Institution
Guangxi Key Lab. of Multi-source Inf. Ming & Security, Guangxi Normal Univ., Guilin, China
fYear
2014
fDate
4-6 June 2014
Firstpage
425
Lastpage
428
Abstract
The paper proposes an improved Empirical Mode Decomposition method based on up-sampling, due to the energy leakage in traditional Empirical Mode Decomposition for insufficient sampling rate(digital domain frequency greater than 0.2). The method uses the signal interpolation to improve sampling rate before EMD, and then recovers the original scale by corresponding down-sampling and low pass filtering. The numerical results show that it can partly recover the accurate position of extreme points and effectively reduce the energy leakage. Three typical interpolations are also employed and the result shows that the effect of using cubic spline interpolation with 4 times is the best relatively.
Keywords
interpolation; low-pass filters; signal sampling; splines (mathematics); EMD; cubic spline interpolation; down-sampling; empirical mode decomposition method; energy leakage; low pass filtering; sampling rate; signal interpolation; up-sampling; Educational institutions; Empirical mode decomposition; Interpolation; Signal processing; Splines (mathematics); Time-frequency analysis; Empirical Mode Decomposition (EMD); cubic spline interpolation; sampling rate;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer and Information Science (ICIS), 2014 IEEE/ACIS 13th International Conference on
Conference_Location
Taiyuan
Type
conf
DOI
10.1109/ICIS.2014.6912171
Filename
6912171
Link To Document