Sinusoidal Order Estimation Using Angles between Subspaces

被引:42
作者
Christensen, Mads Graesboll [1 ]
Jakobsson, Andreas [2 ]
Jensen, Soren Holdt [3 ]
机构
[1] Aalborg Univ, Dept Media Technol, DK-9220 Aalborg, Denmark
[2] Lund Univ, Dept Math Stat, S-22100 Lund, Sweden
[3] Aalborg Univ, Dept Elect Syst, DK-9220 Aalborg, Denmark
关键词
MAXIMUM-LIKELIHOOD; SIGNALS; MUSIC; PERFORMANCE; PARAMETERS; CRITERIA; ESPRIT; NUMBER;
D O I
10.1155/2009/948756
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
We consider the problem of determining the order of a parametric model from a noisy signal based on the geometry of the space. More specifically, we do this using the nontrivial angles between the candidate signal subspace model and the noise subspace. The proposed principle is closely related to the subspace orthogonality property known from the MUSIC algorithm, and we study its properties and compare it to other related measures. For the problem of estimating the number of complex sinusoids in white noise, a computationally efficient implementation exists, and this problem is therefore considered in detail. In computer simulations, we compare the proposed method to various well-known methods for order estimation. These show that the proposed method outperforms the other previously published subspace methods and that it is more robust to the noise being colored than the previously published methods. Copyright (C) 2009 Mads Graesboll Christensen et al.
引用
收藏
页数:11
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