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New EM parameter estimation algorithm for a type of micro-motion SFM signal

Authors :
Yong-yan JIANG
Shi-yuan ZHANG
Source :
Tongxin xuebao, Vol 38, Pp 201-206 (2017)
Publication Year :
2017
Publisher :
Editorial Department of Journal on Communications, 2017.

Abstract

Aiming at the problem that the existing method has high computational complexity and high SNR,a novel method of multi-component SFM signals parameter estimation based on EM algorithm was proposed as to spinning tar-get's narrow band micro-motion echoes.The echo model of spinning target and its micro-doppler measurements based on time-frequency analysis were given.The iterative parameter estimation steps based on Gaussian mixture model and EM algorithm to measurements were established.The simulation results demonstrate that when SNR is greater than -3 dB and the SFM components are equal or greater than 2,the method can estimate the target’s micro-motion parameters e.g.projection size accurately in narrow band condition.

Details

Language :
Chinese
ISSN :
1000436X
Volume :
38
Database :
Directory of Open Access Journals
Journal :
Tongxin xuebao
Publication Type :
Academic Journal
Accession number :
edsdoj.5a8dda208f624a83b715cfe93facfe2c
Document Type :
article
Full Text :
https://doi.org/10.11959/j.issn.1000-436x.2017192