Title :
A characterization of maximum entropy spatially correlated wireless channel models
Author :
Guillaud, Maxime ; Debbah, Mérouane ; Moustakas, Aris L.
Author_Institution :
Forschungszentrum, Telekommunikation Wien, Vienna
Abstract :
We consider the use of entropy maximization methods as a tool to generate fading models for multiple-input multiple-output (MIMO) spatially correlated flat-fading channels. We focus in particular on various assumptions about the degree of knowledge on the full covariance matrix of the channel (namely in the power constraint, rank constraint, and average constraint case). We show that this method can provide closed-form probability density functions in all cases. In a second part, we analyze the statistical properties of the singular values of the resulting fading channel. In general, they are more spread out that in the classical Gaussian i.i.d. case, which incurs less optimistic ergodic capacity figures.
Keywords :
Gaussian processes; MIMO systems; correlation methods; covariance matrices; entropy; fading channels; probability; statistical analysis; Gaussian i.i.d. case; correlated wireless channel models; covariance matrix; entropy maximization methods; ergodic capacity figures; fading models; flat-fading channels; maximum entropy; multiple-input multiple-output; probability density functions; statistical property; AWGN; Electromagnetic modeling; Entropy; Fading; MIMO; Power system modeling; Probability density function; Receiving antennas; Solid modeling; Statistics;
Conference_Titel :
Information Theory Workshop, 2008. ITW '08. IEEE
Conference_Location :
Porto
Print_ISBN :
978-1-4244-2269-2
Electronic_ISBN :
978-1-4244-2271-5
DOI :
10.1109/ITW.2008.4578621