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Selection of optimal decomposition layer for thresholding denoising using singular spectrum analysis and wavelet entropy

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成果类型:
期刊论文
作者:
Cui, Zhi;Cui, Xian-Pu
作者机构:
[Cui, Zhi; Cui, Xian-Pu] School of Communication and Electronic Engineering, Hunan City University, Yiyang, China
语种:
英文
关键词:
Denoising;Optimal decomposition layer;Singular spectrum analysis;Wavelet entropy
期刊:
International Journal of Multimedia and Ubiquitous Engineering
ISSN:
1975-0080
年:
2016
卷:
11
期:
4
页码:
373-380
机构署名:
本校为第一机构
院系归属:
信息与电子工程学院
摘要:
To optimize the number of decomposition layers in wavelet threshold denoising for ultrasonic signals, we propose a self-adaptive algorithm of determining the number of decomposition layers based on singular spectrum analysis and wavelet entropy. First the noise-containing signals are decomposed by discrete wavelet transform. The slope of the singular value spectrum for each layer is estimated. Then the wavelet entropy over the signal subinterval is calculated for each layer. Finally the optimal number of decomposition layer is determined by combining the entropy ratio of detail coefficients to...

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