SNR estimation based on finite sample data

被引:0
作者
Liao, Hong-Shu [1 ]
Wei, Ping [1 ]
Li, Wan-Chun [1 ]
机构
[1] School of Electronic Engineering, University of Electronic Science and Technology of China
来源
Dianzi Keji Daxue Xuebao/Journal of the University of Electronic Science and Technology of China | 2012年 / 41卷 / 03期
关键词
Finite sample data; Information criteria; SNR; Subspace;
D O I
10.3969/j.issn.1001-0548.2012.03.007
中图分类号
TN911 [通信理论];
学科分类号
081002 ;
摘要
This paper first demonstrats that signal subspace has finite dimensions from signal model. A conclusion is obtained by simulation test that both eigenvalues of signal subspace and noise subspace can't be evaluated precisely due to small size data. Then signal subspace dimensions are estimated accurately with Modified-AIC criterion using likelihood function depending only on noise space eigenvalues. A new robust SNR estimation method is proposed with the application of modified-AIC criterion. Regarding a variety of SNR and data size, simulation results show that the new method can be applied in lower SNR and shorter data samples environment.
引用
收藏
页码:364 / 367
页数:3
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