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Uncertainty Analysis of Decomposition Level Choice in Wavelet Threshold De-Noising.

Authors :
Yan-Fang Sang
Dong Wang
Ji-Chun Wu
Source :
Entropy; Dec2010, Vol. 12 Issue 12, p2386-2396, 11p, 1 Diagram, 1 Chart, 5 Graphs
Publication Year :
2010

Abstract

In this paper, the complexities of various noises, which are quantified by wavelet energy entropy (WEE) and differential coefficient of WEE (D(WEE)), were first analyzed and their uncertainties then estimated and described using confidence intervals. Then, quantitative criterion for judging the WEE and D(WEE) difference between noisy series and noise was put forward, based on which the decomposition level (DL) choice method in wavelet threshold de-noising proposed in 2010 by Sang et al. was improved. Finally, analytical results from examples verified the performance of the improved method, and also demonstrated its much wider applicability; moreover, the DL chosen using it is more reliable because of the fact that uncertainty is taken into consideration. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
10994300
Volume :
12
Issue :
12
Database :
Complementary Index
Journal :
Entropy
Publication Type :
Academic Journal
Accession number :
57847780
Full Text :
https://doi.org/10.3390/e12122386