Title :
Fractionally spaced channel equalization using non-linear PCA
Author :
Anjum, Naveed ; Ullah, Zaib ; Syed, Aqeel Abbas
Author_Institution :
Dept. of Electron., Quaid-I-Azam Univ., Islamabad, Pakistan
Abstract :
In this article we introduce a new blind fractionally spaced channel equalizer based on higher order statistics using non linear principal component analysis (NLPCA). The input symbol sequence are taken as independent identically distributed with non zero fourth order cumulants. We formulate the fractionally spaced equalizer into blind source separation (BSS) problem and solve using NLPCA of BSS and compare the results with the method of cumulants. Simulation results show that the performance of fractionally spaced channel equalizer is better in non linear principal component analysis environment.
Keywords :
blind source separation; higher order statistics; intersymbol interference; principal component analysis; BSS problem; NLPCA; blind fractionally spaced channel equalizer; blind source separation; fractionally spaced channel equalization; higher order statistics; non zero fourth order cumulants; nonlinear PCA; nonlinear principal component analysis; symbol sequence;
Conference_Titel :
Emerging Technologies (ICET), 2012 International Conference on
Conference_Location :
Islamabad
Print_ISBN :
978-1-4673-4452-4
DOI :
10.1109/ICET.2012.6375461