Title :
The Fisher–Bingham Spatial Correlation Model for Multielement Antenna Systems
Author :
Mammasis, Konstantinos ; Stewart, Robert W.
Author_Institution :
Electron. & Electr. Eng. Dept., Univ. of Strathclyde, Glasgow
fDate :
6/1/2009 12:00:00 AM
Abstract :
In this paper, we study the effect of the elevation of incoming multipaths at a multielement antenna receiver by using a novel 3-D approach. It is shown that under a more general 3-D angle-of-arrival (AoA) model, namely, the Fisher-Bingham five-parameter (FB5) distribution, the spatial fading correlation (SFC) that is experienced between the adjacent antenna array elements decreases as the elevation increases. The FB5 distribution does not have a known series expansion, and therefore, the defining SFC integral can only numerically be evaluated. The proposed SFC function is further extended to capture the effect of multiple clusters of scatterers in the propagation channel. We, therefore, propose a mixture SFC function that is scaled according to the probability that each cluster contributes to the channel. The parameters of the individual components that constitute the mixture are estimated by using a soft expectation maximization (soft-EM) algorithm. The results indicate that the proposed model fits well with the data obtained from a multiple-input-multiple-output (MIMO) measurement campaign in the city of Ilmenau, Germany.
Keywords :
MIMO communication; antenna arrays; expectation-maximisation algorithm; fading channels; receiving antennas; Fisher-Bingham five-parameter distribution; Fisher-Bingham spatial correlation model; Germany; antenna array elements; multielement antenna receiver; multielement antenna systems; multiple-input-multiple-output measurement; probability; propagation channel; series expansion; soft expectation maximization; spatial fading correlation; three-dimensional angle-of-arrival model; Fisher–Bingham distribution; mixture of distributions; spatial fading correlation (SFC) function; uniform circular array (UCA);
Journal_Title :
Vehicular Technology, IEEE Transactions on
Conference_Location :
12/16/2008 12:00:00 AM
DOI :
10.1109/TVT.2008.2011046