Title :
Power and complex envelope correlation for modeling measured indoor MIMO channels: a beamforming evaluation
Author :
Wallace, Jon ; Özcelik, Hüseyin ; Herdin, Markus ; Bonek, Ernst ; Jensen, Michael
Author_Institution :
Dept. of Electr. & Comput. Eng., Brigham Young Univ., Provo, UT, USA
Abstract :
The multivariate complex normal distribution is often employed as a tractable and convenient model for MIMO wireless systems. Several models may result, depending on how the covariance matrix is specified, i.e. power or complex envelope correlation and full or separable (Kronecker) correlation. This paper investigates the differences of the various models by applying a joint transmit/receive beamformer to recent wideband MIMO radio channel measurements at 5.2 GHz. It is found that the Kronecker model, especially for power correlation, significantly alters the joint beamformer spectrum. A multipath clustering model is applied whose parameters are estimated directly from the measured data. The clustering model is able to match capacity pdfs, and resulting simulated joint beamformer spectra look more realistic than those generated with conventional separable correlation functions.
Keywords :
MIMO systems; array signal processing; beam steering; channel estimation; correlation methods; covariance matrices; indoor radio; multipath channels; normal distribution; 5.2 GHz; Kronecker correlation; beamforming; channel capacity; complex envelope correlation; covariance matrix; full correlation; indoor MIMO channels; joint beamformer spectrum; joint transmit/receive beamformer; multipath clustering model; multivariate complex normal distribution; parameter estimation; power correlation; separable correlation; wideband MIMO wireless systems; Array signal processing; Covariance matrix; Electric variables measurement; Gaussian distribution; MIMO; Power measurement; Power system modeling; Receiving antennas; Stacking; Wideband;
Conference_Titel :
Vehicular Technology Conference, 2003. VTC 2003-Fall. 2003 IEEE 58th
Print_ISBN :
0-7803-7954-3
DOI :
10.1109/VETECF.2003.1285040