Features extraction based on singular value decomposition and stochastic resonance

被引:1
|
作者
Zheng An-Zong [1 ]
Leng Yong-Gang [1 ,2 ]
Fan Sheng-Bo [1 ]
机构
[1] Tianjin Univ, Sch Mech Engn, Tianjin 300072, Peoples R China
[2] Tianjin Univ, Minist Educ, Key Lab Mech Theory & Equipment Design, Tianjin 300072, Peoples R China
基金
中国国家自然科学基金;
关键词
singular value decomposition; stochastic resonance; noise;
D O I
10.7498/aps.61.210503
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
In order to detect the weak characteristic signal submerged in heavy noise with extremely low signal-to-noise ratio, a method based on singular value decomposition (SVD) and stochastic resonance is proposed. The sampling signal is first preprocessed and reconstructed by means of SVD, and then we search for a component signal. In the component signal, the components of the characteristic signal match noise strength. Then the component signal is processed with the non-linear bistable system to obtain stochastic resonance response, thus the goal of detecting the weak characteristic signal submerged in a heavy background noise is realized.
引用
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页数:9
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