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 :
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