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Published in: Neural Processing Letters 6/2021

20-09-2021

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

Authors: Hongyi Li, Wei Lin, Di Zhao

Published in: Neural Processing Letters | Issue 6/2021

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Abstract

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.

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Literature
1.
go back to reference Zhang LC (2005) Developing electromagnetic compatibility undertaking in our country. Trans China Electrotech Soc 20:23–28 Zhang LC (2005) Developing electromagnetic compatibility undertaking in our country. Trans China Electrotech Soc 20:23–28
2.
go back to reference Wu XL (1980) Control radio interference and achieve electromagnetic compatibility. Radio TV Broadcast Eng 66:42–51 Wu XL (1980) Control radio interference and achieve electromagnetic compatibility. Radio TV Broadcast Eng 66:42–51
3.
go back to reference Chen WF, Liu WL, Zhou X (2008) Electromagnetic compatibility and its test technology. Electron Meas Technol 31:101–104CrossRef Chen WF, Liu WL, Zhou X (2008) Electromagnetic compatibility and its test technology. Electron Meas Technol 31:101–104CrossRef
4.
go back to reference Li M, Zhu ZW, Cai WY (2007) Research status and future treads of electromagnetic compatibility technology. Electron Qual 66:61–64 Li M, Zhu ZW, Cai WY (2007) Research status and future treads of electromagnetic compatibility technology. Electron Qual 66:61–64
5.
go back to reference Hyvärinen A (1999) The fixed-point algorithm and maximum likelihood estimation for independent component analysis. Neural Process Lett 10(1):1–5CrossRef Hyvärinen A (1999) The fixed-point algorithm and maximum likelihood estimation for independent component analysis. Neural Process Lett 10(1):1–5CrossRef
6.
go back to reference Lu JT, Cheng W, Zi YY, He ZJ (2015) Variable step-size algorithm for equivariant adaptive separation via independence. J Xi’an Jiaotong Univ 49:83–89 Lu JT, Cheng W, Zi YY, He ZJ (2015) Variable step-size algorithm for equivariant adaptive separation via independence. J Xi’an Jiaotong Univ 49:83–89
7.
go back to reference Li HY, Ma LT, Chen B, Zhao D (2015) A one-stop BSS analysis method of integrated system signals based on wavelet transform, FastICA and SOM. Atlantis Press Li HY, Ma LT, Chen B, Zhao D (2015) A one-stop BSS analysis method of integrated system signals based on wavelet transform, FastICA and SOM. Atlantis Press
8.
go back to reference Li HY, Lin W, Zhao D (2019) A single-channel BSS method based on ICEEMDAN and FastICA and its application in EMI analysis. In: 14th International conference on computer science and education (ICCSE 2019), pp 780–784 Li HY, Lin W, Zhao D (2019) A single-channel BSS method based on ICEEMDAN and FastICA and its application in EMI analysis. In: 14th International conference on computer science and education (ICCSE 2019), pp 780–784
9.
go back to reference Wu JS, Li GB (2006) An improved adaptive step-size EASI algorithm. Ship Electron Eng 26:137–140 Wu JS, Li GB (2006) An improved adaptive step-size EASI algorithm. Ship Electron Eng 26:137–140
10.
go back to reference Fu WH, Yang XN, Liu NA, Zen XW (2008) Step-size optimization based EASI algorithm for blind source separation. J Sichuan Univ Eng Sci Ed 40:118–121 Fu WH, Yang XN, Liu NA, Zen XW (2008) Step-size optimization based EASI algorithm for blind source separation. J Sichuan Univ Eng Sci Ed 40:118–121
11.
go back to reference Cardoso JF, Laheld BH (1997) Equivariant adaptive source separation. IEEE Trans Signal Process 44(12):3017–3030CrossRef Cardoso JF, Laheld BH (1997) Equivariant adaptive source separation. IEEE Trans Signal Process 44(12):3017–3030CrossRef
12.
go back to reference Meng DX, Ma JF, Qiao YF (2007) Improved speech separation algorithm based on EASI. Comput Eng Appl 43:214–216 Meng DX, Ma JF, Qiao YF (2007) Improved speech separation algorithm based on EASI. Comput Eng Appl 43:214–216
13.
go back to reference Fu WH, Shi F, Liu NA (2012) Blind source separation algorithm for time varying channel. J Univ Electron Sci Technol China 41:512–515 Fu WH, Shi F, Liu NA (2012) Blind source separation algorithm for time varying channel. J Univ Electron Sci Technol China 41:512–515
14.
go back to reference Gao L, Zhang TQ, Hou RL, He DN (2012) Information and chip sequence blind estimation for DS-CDMA system based on improved EASI algorithm. Telecommun Eng 52:1275–1281 Gao L, Zhang TQ, Hou RL, He DN (2012) Information and chip sequence blind estimation for DS-CDMA system based on improved EASI algorithm. Telecommun Eng 52:1275–1281
15.
go back to reference Cao XR, Liu RW (19969) A general approach to blind source separation. IEEE Trans Signal Process 44:562–571 Cao XR, Liu RW (19969) A general approach to blind source separation. IEEE Trans Signal Process 44:562–571
16.
go back to reference Donoho DL, Johnstone IM (1995) Adapting to unknown smoothness via wavelet shrinkage. J Am Stat Assoc 90(432):1200–1224MathSciNetCrossRef Donoho DL, Johnstone IM (1995) Adapting to unknown smoothness via wavelet shrinkage. J Am Stat Assoc 90(432):1200–1224MathSciNetCrossRef
17.
go back to reference Tian ZD, Li SJ, Wang YH, Sha Y (2017) A prediction method based on wavelet transform and multiple models fusion for chaotic time series. Chaos Solitons Fract 98:158–172MathSciNetCrossRef Tian ZD, Li SJ, Wang YH, Sha Y (2017) A prediction method based on wavelet transform and multiple models fusion for chaotic time series. Chaos Solitons Fract 98:158–172MathSciNetCrossRef
18.
go back to reference Tian ZD (2020) A combined prediction approach based on wavelet transform for crop water requirement. Water Sci Technol Water Supply 20(3):1016–1034CrossRef Tian ZD (2020) A combined prediction approach based on wavelet transform for crop water requirement. Water Sci Technol Water Supply 20(3):1016–1034CrossRef
19.
go back to reference Tian ZD (2020) Network traffic prediction method based on wavelet transform and multiple models fusion. Int J Commun Syst 33:4415CrossRef Tian ZD (2020) Network traffic prediction method based on wavelet transform and multiple models fusion. Int J Commun Syst 33:4415CrossRef
20.
go back to reference Wu W, Ca PS (2008) Simulation of wavelet denoising based on MATLAB. Inf Electron Eng 6:220–222 Wu W, Ca PS (2008) Simulation of wavelet denoising based on MATLAB. Inf Electron Eng 6:220–222
21.
go back to reference Berkner K, Wells RO Jr (1998) Wavelet transforms and denoising algorithm. In: Signal, system & computers, conference record of the thirty-second asilomar conference, pp 1639–1643 Berkner K, Wells RO Jr (1998) Wavelet transforms and denoising algorithm. In: Signal, system & computers, conference record of the thirty-second asilomar conference, pp 1639–1643
22.
go back to reference Wu PY, Liu SG (2001) Application performance analysis of several common wavelets. China Acad J Electron 66:6 Wu PY, Liu SG (2001) Application performance analysis of several common wavelets. China Acad J Electron 66:6
23.
go back to reference Daubechies I (1994) Ten lectures on wavelets. CBMS SIAM 61:194–202 Daubechies I (1994) Ten lectures on wavelets. CBMS SIAM 61:194–202
24.
go back to reference Yu H, Wu WQ (2009) Research and improvement of blind source separation based on EASI algorithm. Comput Technol Autom 28:76–79 Yu H, Wu WQ (2009) Research and improvement of blind source separation based on EASI algorithm. Comput Technol Autom 28:76–79
25.
go back to reference Yu H, Wu WQ, Liu Z (2009) Research and improvement of blind source separation based on EASI algorithm. Ship Electron Eng 29:118–121 Yu H, Wu WQ, Liu Z (2009) Research and improvement of blind source separation based on EASI algorithm. Ship Electron Eng 29:118–121
26.
go back to reference Ren HL, Zheng YF, Zhong N, Cao XF (2020) Research on single antenna co-frequency mixed signal separation based on improved EFICA algorithm. J Phys Conf Ser 1651(1):66 Ren HL, Zheng YF, Zhong N, Cao XF (2020) Research on single antenna co-frequency mixed signal separation based on improved EFICA algorithm. J Phys Conf Ser 1651(1):66
27.
go back to reference Pan Y, Matilainen M, Taskinen S et al (2020) A review of second‐order blind identification methods. Wiley interdisciplinary reviews: computational statistics, 2021 Pan Y, Matilainen M, Taskinen S et al (2020) A review of second‐order blind identification methods. Wiley interdisciplinary reviews: computational statistics, 2021
28.
go back to reference Petkov J, Koldovský H, Zbyněk A (2009) BSSGUI—a package for interactive control of blind source separation algorithms in MATLAB Petkov J, Koldovský H, Zbyněk A (2009) BSSGUI—a package for interactive control of blind source separation algorithms in MATLAB
Metadata
Title
BSS Method Based on Wavelet Transform and Improved EASI Algorithm and Its Application in EMI
Authors
Hongyi Li
Wei Lin
Di Zhao
Publication date
20-09-2021
Publisher
Springer US
Published in
Neural Processing Letters / Issue 6/2021
Print ISSN: 1370-4621
Electronic ISSN: 1573-773X
DOI
https://doi.org/10.1007/s11063-021-10621-8

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