A Note on Capon's Minimum Variance Projection for Multi-Spacecraft Data Analysis

被引:6
作者
Narita, Yasuhito [1 ,2 ]
机构
[1] Austrian Acad Sci, Space Res Inst, Graz, Austria
[2] Tech Univ Carolo Wilhelmina Braunschweig, Inst Geophys & Extraterr Phys, Braunschweig, Germany
关键词
adaptive filter theory; Capon estimator; multi-spacecraft data analysis; waves and turbulence; mode decomposition; WAVE; MISSION; CLUSTER; SWARM;
D O I
10.3389/fphy.2019.00008
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Capon's minimum variance projection for the multi-point measurements is revisited using the method of likelihood function to derive the minimum variance projection and a simplified error estimate analytically. Theoretical construction of the minimum variance projection assumes a Gaussian form of the likelihood function and also regards the data covariance as a proxy of the noise covariance. The minimum variance projection is extended to the problem of two-spacecraft mode decomposition in the Mercury magnetosphere in which the magnetic field is a superposition of the constant field from the current sheet and the dipolar field from the planet. The extension of the Capon estimator (the data-variance projection) can identify the signal amplitudes of the different fields with a sufficient accuracy when the statistical averaging is properly done. The Capon estimator serves as a powerful analysis tool when the spatial resolution is limited to only a few points.
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页数:8
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