Title :
Adaptive blind multiuser equalizer based on pdf matching
Author :
Daas, Adel ; Hadef, Mahmoud ; Weiss, Stephan
Author_Institution :
Dept. of Electron. & Electr. Eng., Univ. of Strathclyde, Glasgow, UK
Abstract :
In this paper, we propose a new adaptive technique for blind multiuser equalisation. The proposed approach is based on fitting the probability density function (pdf) of the equalizer output to the desired pdf of the corresponding symbol alphabet. The underlying pdf at the equalizer output is estimated by means of the Parzen Window method. A switch between blind and Decision Directed adaptation is possible by manipulating the kernal size of the Parzen Window Estimator. The cost function of the proposed technique can be measured by a stochastic gradient descent approach. The performance of the proposed adaptation strategy is assessed by a number of simulations, and benchmarked against Firmer-CMA under QPSK modulation.
Keywords :
blind equalisers; multiuser detection; statistical distributions; Parzen window estimator; Parzen window method; adaptive blind multiuser equalizer; blind adaptation; blind multiuser equalisation; decision directed adaptation; pdf matching; probability density function; stochastic gradient descent approach; symbol alphabet; Adaptive equalizers; Blind equalizers; Cost function; Detectors; Maximum likelihood detection; Maximum likelihood estimation; Multiaccess communication; Probability density function; Stochastic processes; Switches; Blind Equalization; Firmer-CMA; PDF Matching; Parzen Window Estimation; Probability Density Function;
Conference_Titel :
Telecommunications, 2009. ICT '09. International Conference on
Conference_Location :
Marrakech
Print_ISBN :
978-1-4244-2936-3
Electronic_ISBN :
978-1-4244-2937-0
DOI :
10.1109/ICTEL.2009.5158646