Estimation Problems for Periodically Correlated Isotropic Random Fields Estimation Problems for Random Fields

被引:4
作者
Dubovetska, Iryna [1 ]
Masyutka, Oleksandr [2 ]
Moklyachuk, Mikhail [1 ]
机构
[1] Kyiv Natl Taras Shevchenko Univ, Dept Probabil Theory Stat & Actuarial Math, UA-01601 Kiev, Ukraine
[2] Kyiv Natl Taras Shevchenko Univ, Dept Math & Theoret Radiophys, UA-01601 Kiev, Ukraine
基金
英国科研创新办公室;
关键词
Random field; Prediction; Filtering; Robust estimate; Mean square error; Least favourable spectral densities; Minimax spectral characteristic;
D O I
10.1007/s11009-013-9339-6
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Spectral theory of isotropic random fields in Euclidean space developed by M. I. Yadrenko is exploited to find a solution to the problem of optimal linear estimation of the functional A zeta = Sigma(infinity)(t=0) integral (Sn) a(t,x) zeta(t,x) m(n) (dx) which depends on unknown values of a periodically correlated (cyclostationary with period T) with respect to time isotropic on the sphere S (n) in Euclidean space E (n) random field zeta(t, x), t aaEuro parts per thousand Z, x aaEuro parts per thousand S (n) . Estimates are based on observations of the field zeta(t, x) + theta(t, x) at points (t, x), t = -aEuro parts per thousand 1, -aEuro parts per thousand 2, ..., x aaEuro parts per thousand S (n) , where theta(t, x) is an uncorrelated with zeta(t, x) periodically correlated with respect to time isotropic on the sphere S (n) random field. Formulas for computing the value of the mean-square error and the spectral characteristic of the optimal linear estimate of the functional A zeta are obtained. The least favourable spectral densities and the minimax (robust) spectral characteristics of the optimal estimates of the functional A zeta are determined for some special classes of spectral densities.
引用
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页码:41 / 57
页数:17
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