Title :
Spatial correlation from multipath with 3D power distributions having rotational symmetry
Author :
Kennedy, Rodney A. ; Khalid, Zubair ; Alem, Yibeltal F.
Author_Institution :
Res. Sch. of Eng., Australian Nat. Univ., Canberra, ACT, Australia
Abstract :
In this paper we give a general expression for the 3D spatial correlation experienced between two sensors in 3D-space for the class of normalized power distributions (representing farfield multipath sources) having a rotational symmetry about their mean direction axis. A general expansion for the 3D spatial correlation is presented and interpreted in terms of an associated eigenfunction equation. This enables us to develop closed-form coefficient expressions for the spatial correlation for a number of distributions such as the Gauss-Weierstrass kernel based distribution and the previous known results for the von Mises-Fisher power distribution. Analytical results generated fully account for the effect of varying in the relative orientation between the sensors in 3D and the power distribution mean direction which can be arbitrarily oriented. The results provide information on placement of sensors to reduce correlation effects.
Keywords :
eigenvalues and eigenfunctions; multipath channels; sensor placement; statistical distributions; wireless channels; 3D power distribution; 3D spatial correlation; Gauss-Weierstrass kernel based distribution; closed-form coefficient expression; eigenfunction equation; farfield multipath sources; mean direction axis; normalized power distribution; rotational symmetry; sensor placement; von Mises-Fisher power distribution; Correlation; Eigenvalues and eigenfunctions; Harmonic analysis; Kernel; Power distribution; Sensors; Three-dimensional displays; Gauss-Weierstrass distribution; multipath; spatial correlation; spherical harmonics; von Mises distribution; von Mises-Fisher distribution; wireless channel;
Conference_Titel :
Signal Processing and Communication Systems (ICSPCS), 2013 7th International Conference on
Conference_Location :
Carrara, VIC
DOI :
10.1109/ICSPCS.2013.6723908