Statistical angular resolution limit for point sources

被引:53
|
作者
Liu, Zhi [1 ]
Nehorai, Arye [1 ]
机构
[1] Washington Univ, Dept Elect & Syst Engn, St Louis, MO 63130 USA
关键词
angular resolution limit; direction estimation; hypothesis test; generalized likelihood test; point sources; statistical resolution limit;
D O I
10.1109/TSP.2007.898789
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 define a statistical angular resolution limit (ARL) on resolving two closely spaced point sources in a 3-D reference frame, using constraints on the probabilities of false alarm and detection for a hypothesis test. The ARL can be used as a performance measure for sensor arrays in localizing remote sources and is applicable to different measurement models and applications (e.g., radar, sonar, or astronomy). By considering the asymptotic performance of the generalized likelihood ratio test (GLRT), we derive the analytical expression of the ARL and show that it is proportional to the square root of the Cramer-Rao bound (CRB) on the angular source separation, or asymptotically the lower bound on the mean-square angular error (MSAE(CRB)). Numerical examples illustrate that the proposed ARL is practically computable and achievable with large data samples. Our analytical result can replace the commonly used ad hoc resolution limits in existing literature.
引用
收藏
页码:5521 / 5527
页数:7
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