Approximation of Wide-Sense Stationary Stochastic Processes by Shannon Sampling Series

被引:12
作者
Boche, Holger [1 ]
Moenich, Ullrich J. [1 ]
机构
[1] Tech Univ Berlin, Heinrich Hertz Chair Mobile Commun, D-10578 Berlin, Germany
关键词
Approximation error; mean-square convergence; nonsymmetric sampling series; power spectral density; Shannon sampling series; stochastic process; uniformly bounded; weak-sense stationary; BAND-LIMITED SIGNALS; TRUNCATION ERROR-BOUNDS; THEOREM; REPRESENTATIONS; RECONSTRUCTION; EXPANSIONS;
D O I
10.1109/TIT.2010.2080510
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, the convergence behavior of the symmetric and the nonsymmetric Shannon sampling series is analyzed for bandlimited continuous-time wide-sense stationary stochastic processes that have absolutely continuous spectral measure. It is shown that the nonsymmetric sampling series converges in the mean-square sense uniformly on compact subsets of the real axis if and only if the power spectral density of the process fulfills a certain integrability condition. Moreover, if this condition is not fulfilled, then the pointwise mean-square approximation error of the nonsymmetric sampling series and the supremum of the mean-square approximation error over the real axis of the symmetric sampling series both diverge. This shows that there is a significant difference between the convergence behavior of the symmetric and the nonsymmetric sampling series.
引用
收藏
页码:6459 / 6469
页数:11
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