DocumentCode :
3250492
Title :
Copula Models for Wireless Fading and their Impact on Wireless Diversity Combining
Author :
Ritcey, James A.
Author_Institution :
Univ. of Washington, Seattle
fYear :
2007
fDate :
4-7 Nov. 2007
Firstpage :
1564
Lastpage :
1567
Abstract :
Copulas are multivariate joint distributions of random variables with uniform marginal distributions. They have become increasingly important in statistical models in which the dependence structures cannot be simply described in terms of the classical Pearson correlation coefficient. In contrast to normal- copula fading, more general models can describe asymmetric and other nonlinear tail dependence. We introduce the concept of copula modeling to multivariate fading distribution theory. We use the Clayton copula to illustrate new fading dependence structures, still with Rayleigh or Nakagami marginals, that have strong dependence for small values. Not surprisingly, this results in a loss in performance as compared to classical fading models, even though both have the same correlation coefficient. Since most correlated fading models beyond the Rayleigh-Rice are presented without strong physical models, this suggests that wider class models are important. Copula-based models are the most general statistical models of multivariate data, and they are uniquely defined for any continuous multivariate random variable.
Keywords :
Rayleigh channels; diversity reception; statistical distributions; Clayton copula; Nakagami marginals; Rayleigh marginals; classical Pearson correlation coefficient; multivariate fading distribution theory; multivariate joint distributions; nonlinear tail dependence; normal-copula fading; statistical models; uniform marginal distributions; wireless diversity combining; wireless fading; Clutter; Diversity reception; Fading; Performance loss; Random variables; Rayleigh channels; Sonar; Statistical distributions; Tail; Writing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signals, Systems and Computers, 2007. ACSSC 2007. Conference Record of the Forty-First Asilomar Conference on
Conference_Location :
Pacific Grove, CA
ISSN :
1058-6393
Print_ISBN :
978-1-4244-2109-1
Electronic_ISBN :
1058-6393
Type :
conf
DOI :
10.1109/ACSSC.2007.4487493
Filename :
4487493
Link To Document :
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