Conditional Cramer-Rao Lower Bounds for DOA Estimation and Array Calibration

被引:22
|
作者
Liu, Zhang-Meng [1 ]
机构
[1] Natl Univ Def Technol, Sch Elect Sci & Engn, Changsha 410073, Hunan, Peoples R China
基金
美国国家科学基金会;
关键词
Array calibration; Cramer-Rao lower bound (CRLB); direction-of-arrival (DOA) estimation; MAXIMUM-LIKELIHOOD APPROACH; OF-ARRIVAL ESTIMATION; SENSOR GAIN; PHASE UNCERTAINTIES; LINEAR ARRAYS; PERFORMANCE; UNIFORM;
D O I
10.1109/LSP.2013.2281972
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
This letter aims at deriving the Cramer-Rao lower bounds (CRLB) of the direction-of-arrival (DOA) estimation and array calibration precisions in the case of determined and unknown signals based on the assumptions of small array perturbations. The analysis begins with a comprehensive perturbed array output formulation, and it is effective for various kinds of perturbations, such as mutual coupling, gain/phase uncertainty and sensor location error. The CRLB of the DOA and array perturbation parameters are well separated from each other in the letter, which facilitates their usage in performance evaluation of the self-calibration methods. However, the CRLB are finally given in the form of the inverse of the corresponding Fisher information matrices (FIM) as the inversion process can hardly be implemented mathematically. Simulation results are provided to compare the obtained conditional CRLB with the parameter estimation precision of the maximum likelihood estimators (MLE) and the unconditional CRLB.
引用
收藏
页码:361 / 364
页数:4
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