DocumentCode :
862985
Title :
Intrinsic Limits of Dimensionality and Richness in Random Multipath Fields
Author :
Kennedy, Rodney A. ; Sadeghi, Parastoo ; Abhayapala, Thushara D. ; Jones, Haley M.
Author_Institution :
Res. Sch. of Inf. Sci. & Eng., Australian Nat. Univ., Canberra, ACT
Volume :
55
Issue :
6
fYear :
2007
fDate :
6/1/2007 12:00:00 AM
Firstpage :
2542
Lastpage :
2556
Abstract :
We study the dimensions or degrees of freedom of farfield multipath that is observed in a limited, source-free region of space. The multipath fields are studied as solutions to the wave equation in an infinite-dimensional vector space. We prove two universal upper bounds on the truncation error of fixed and random multipath fields. A direct consequence of the derived bounds is that both fixed and random multipath fields have an effective finite dimension. For circular and spherical spatial regions, we show that this finite dimension is proportional to the radius and area of the region, respectively. We use the Karhunen-Loegraveve (KL) expansion of random multipath fields to quantify the notion of multipath richness. The multipath richness is defined as the number of significant eigenvalues in the KL expansion that achieve 99% of the total multipath energy. We establish a lower bound on the largest eigenvalue. This lower bound quantifies, to some extent, the well-known reduction of multipath richness with reducing the angular power spread of multipath angular power spectrum
Keywords :
Karhunen-Loeve transforms; multipath channels; wireless sensor networks; Karhunen-Loeve expansion; circular spatial regions; direct consequence; farfield multipath; infinite-dimensional vector space; multipath angular power spectrum; multiple sensor wireless communications; random multipath fields; spherical spatial regions; Acoustic scattering; Acoustic signal processing; Australia; Eigenvalues and eigenfunctions; Partial differential equations; Sensor arrays; Signal processing; Speech processing; Upper bound; Wireless communication; Multipath propagation; random scattering; spatial correlation function;
fLanguage :
English
Journal_Title :
Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1053-587X
Type :
jour
DOI :
10.1109/TSP.2007.893738
Filename :
4203083
Link To Document :
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