Non-Bayesian Periodic Cramer-Rao Bound

被引:48
作者
Routtenberg, Tirza [1 ]
Tabrikian, Joseph [1 ]
机构
[1] Ben Gurion Univ Negev, Dept Elect & Comp Engn, IL-84105 Beer Sheva, Israel
基金
以色列科学基金会;
关键词
Cramer-Rao bound (CRB); Lehmann-unbiased; mean-square-error (MSE); mean-square-periodic-error (MSPE); non-Bayesian parameter estimation; periodic CRB; periodic-unbiased; PARAMETER-ESTIMATION; PERFORMANCE; ESTIMATORS; PHASE;
D O I
10.1109/TSP.2012.2231079
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 Cramer-Rao bound (CRB) is one of the most important tools for performance analysis in parameter estimation. In many practical periodic parameter estimation problems, the appropriate criterion is periodic in the parameter space. However, the CRB does not provide a valid lower bound in such problems. In this paper, the periodic CRB for non-Bayesian periodic parameter estimation is derived. The proposed periodic CRB is a lower bound on the mean-square-periodic-error (MSPE) of any periodic-unbiased estimator, where the periodic-unbiasedness is defined by using Lehmann-unbiasedness. It is shown that if there exists a periodic-unbiased estimator which achieves the bound, then the maximum likelihood produces it. The periodic CRB and the performance of some periodic-unbiased estimators are compared in terms of MSPE in a linear, Gaussian problem with modulo measurements and for phase estimation problems.
引用
收藏
页码:1019 / 1032
页数:14
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