A new perturbation analysis for signal enumeration in rotational invariance techniques

被引:54
作者
Badeau, R [1 ]
David, B [1 ]
Richard, G [1 ]
机构
[1] Ecole Natl Super Telecommun Bretagne, F-75634 Paris 13, France
关键词
ESPRIT; model order selection; perturbation theory; signal enumeration; subspace-based signal analysis;
D O I
10.1109/TSP.2005.861899
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The ESPRIT algorithm is a subspace-based high-resolution method used in source localization and spectral analysis, which provides very accurate estimates of the signal parameters. However, the underlying theory assumes a known model order, which is usually not the case in many applications. In particular, it is well known that underevaluating the model order biases the estimation. In this paper, we analyze the perturbation induced by an erroneous model order, and we present an error bound for the estimated parameters. Based on this theoretical framework, we propose a new method for selecting an appropriate modeling order, which consists in minimizing the error bound. This approach is applied to both synthetic and musical signals, and its performance is compared to that of existing methods, such as the information theoretic criteria.
引用
收藏
页码:450 / 458
页数:9
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