Title :
Pearson system-based blind source separation for estimating non-Gaussian fading channels in CDMA communication
Author :
Kalkan, Olcay ; Altinkaya, M.A.
Author_Institution :
Elektrik-Elektron. Muhendisligi Bolumu, Izmir Yuksek Teknoloji Enstitusa, Turkey
Abstract :
A Pearson system-based blind source separation method is used for detecting the signal, which is subject to multiple access interference, coming to a mobile user in a CDMA downlink communication. Considering some fading channel measurements showing that the fading channel coefficients may have an impulsive nature, these coefficients are modeled with an α-stable distribution whose shape parameter a takes values between 1.8 and 1.9. These a values show that the distribution resembles a Gaussian distribution, but has a more impulsive nature. Simulation studies show that the conventional MMSE receiver fails in this impulsive fading scenario. Both the independent component analysis (ICA) method using the conventional hyperbolic tangent score function and the Pearson system-based ICA are successful in estimating the channel coefficients and the proposed Pearson system-based ICA method performs faster.
Keywords :
Gaussian distribution; blind source separation; channel estimation; code division multiple access; fading channels; independent component analysis; mobile radio; radio receivers; radiofrequency interference; signal detection; CDMA downlink; Gaussian distribution; ICA; MMSE receiver; Pearson system; blind source separation; hyperbolic tangent score function; impulsive fading; independent component analysis; mobile user; multiple access interference; nonGaussian channel estimation; nonGaussian fading channel estimation; signal detection; Blind source separation; Downlink; Fading; Gaussian distribution; Independent component analysis; Mobile communication; Multiaccess communication; Multiple access interference; Shape measurement; Signal detection;
Conference_Titel :
Signal Processing and Communications Applications Conference, 2004. Proceedings of the IEEE 12th
Print_ISBN :
0-7803-8318-4
DOI :
10.1109/SIU.2004.1338583