Title :
Estimation of the Composite Fast Fading and Shadowing Distribution Using the Log-Moments in Wireless Communications
Author :
Reig, Juan ; Rubio, Lorenzo
Author_Institution :
Electromagn. Radiat. Group (GRE), Univ. Politec. de Valencia, Valencia, Spain
Abstract :
In this work, we propose a framework to obtain estimators from a variety of distributions used in composite fast fading and shadowing modeling with applications in wireless communications: the Suzuki (Rayleigh-lognormal), Nakagami-lognormal, K (Rayleigh-gamma), generalized-K (Nakagami-gamma) and α-μ (generalized gamma) distributions. These estimators are derived from the method of moments of these distributions in logarithmic units, usually known as log-moments. The goodness-of-fit of these estimators to experimental distributions has been checked from a measurement campaign carried out in an urban environment. Moreover a new method to separate fast fading and shadowing based on the Rathgeber procedure is proposed. The results conclude that the best-fitting distribution to the measurements is the Nakagami-lognormal. Also, the α-μ distribution provides an acceptable matching with the advantage of its simplicity.
Keywords :
Nakagami channels; Rayleigh channels; log normal distribution; method of moments; mobile radio; α-μ distributions; Nakagami-Gamma distribution; Nakagami-lognormal distribution; Rathgeber procedure; Rayleigh-Gamma distribution; Rayleigh-lognormal distribution; Suzuki distributions; best-fitting distribution; composite fast fading distribution estimation; composite fast shadowing distribution estimation; generalized Gamma distributions; generalized-K distribution; log-moments; logarithmic units; method-of-moments; mobile radio; wireless communications; Mobile radio; estimator; fading; shadowing;
Journal_Title :
Wireless Communications, IEEE Transactions on
DOI :
10.1109/TWC.2013.050713.120054