BSS Method Based on Wavelet Transform and Improved EASI Algorithm and Its Application in EMI

被引:1
作者
Li, Hongyi [1 ]
Lin, Wei [2 ]
Zhao, Di [1 ]
机构
[1] Beihang Univ, Sch Math Sci, LMIB, Beijing 100191, Peoples R China
[2] Peking Univ, Key Lab High Confidence Software Technol, Beijing 100871, Peoples R China
基金
中国国家自然科学基金;
关键词
Electromagnetic interference; Blind source separation; Wavelet transform;
D O I
10.1007/s11063-021-10621-8
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In recent years, the number of electrical and electronic devices used in production and life has been increasing. It leads to serious interference and aliasing among electromagnetic signals. To address electromagnetic interference (EMI) issues, we propose a feasible blind source separation method based on wavelet transform and improved equivariant adaptive separation via independence (EASI) algorithm. First, we leverage the wavelet transform algorithm to denoise mixed electromagnetic signals. Second, we use the variable step-size EASI algorithm to separate each signal from the mixed signals. It is inspired by the simulated annealing strategy. We conduct a series of experiments to demonstrate the effectiveness of WE method. The experimental results show that WE method can provide support for solving EMI problems.
引用
收藏
页码:4437 / 4449
页数:13
相关论文
共 27 条
[1]  
Berkner K, 1998, CONF REC ASILOMAR C, P1639, DOI 10.1109/ACSSC.1998.751603
[2]  
Ca, 2008, INF ELECT ENG, V6, P220
[3]  
Cao, 2020, J PHYS C SER, V1651, P66
[4]   General approach to blind source separation [J].
Cao, XR ;
Liu, RW .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1996, 44 (03) :562-571
[5]   Equivariant adaptive source separation [J].
Cardoso, JF ;
Laheld, BH .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1996, 44 (12) :3017-3030
[6]  
Daubechies I., 1994, CBMS, SIAM, V61, P194
[7]   Adapting to unknown smoothness via wavelet shrinkage [J].
Donoho, DL ;
Johnstone, IM .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1995, 90 (432) :1200-1224
[8]  
Fu Wei-hong, 2012, Journal of University of Electronic Science and Technology of China, V41, P512, DOI 10.3969/j.issn.1001-0548.2012.04.006
[9]  
[付卫红 FU Weihong], 2008, [四川大学学报. 工程科学版, Journal of Sichuan University. Engineering Science Edition], V40, P118
[10]  
Gao Li, 2012, Telecommunication Engineering, V52, P1275, DOI 10.3969/j.issn.1001-893x.2012.08.011