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