DocumentCode :
1302552
Title :
Computing the Closest Positive Definite Correlation Matrix for Experimental MIMO Channel Analysis
Author :
Garcia-Ariza, Alexis-Paolo ; Rubio, Lorenzo
Author_Institution :
Electron. Meas. Res. Lab., Ilmenau Univ. of Technol., Ilmenau, Germany
Volume :
15
Issue :
10
fYear :
2011
fDate :
10/1/2011 12:00:00 AM
Firstpage :
1038
Lastpage :
1040
Abstract :
Under realistic propagation conditions in multiple-input-multiple-output (MIMO) wireless channels, some experimental (measured) full-spatial-correlation (FSC) MIMO channel matrices may not be positive definite, especially when the number of antennas elements increases. In this letter, an enhancement technique to solve the problem of non-positiveness for large experimental FSC matrices is proposed. This technique, based on the alternating-projection (AP) method, computes the closest positive definite matrix to the experimental FSC matrix preserving its covariance structure. The proposed technique is useful to evaluate the performance of large array MIMO systems under realistic conditions, allowing the Cholesky factorization of FSC matrices, which is needed for synthetic channel generation.
Keywords :
MIMO communication; covariance matrices; radiowave propagation; telecommunication channels; Cholesky factorization; FSC matrices; MIMO channel analysis; MIMO systems; alternating-projection method; closest positive definite correlation matrix; covariance structure; full-spatial-correlation MIMO channel matrices; multiple-input-multiple-output; propagation conditions; synthetic channel generation; wireless channels; Arrays; Correlation; Covariance matrix; Eigenvalues and eigenfunctions; MIMO; Matrices; Power capacitors; Alternating projection method; Cholesky factorization; MIMO; correlation matrices; eigenvalues; positive definite matrices; synthetic MIMO channels; wireless channels;
fLanguage :
English
Journal_Title :
Communications Letters, IEEE
Publisher :
ieee
ISSN :
1089-7798
Type :
jour
DOI :
10.1109/LCOMM.2011.080811.102574
Filename :
5992696
Link To Document :
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