Title :
Adaptive channel equalization using Variable Step-Size partial rank algorithm based on unified framework
Author :
Hadei, Seyed Arefe ; Azmi, Paeiz ; Sonbolestan, Nushin ; Abbasian, Jaber
Author_Institution :
Dept. of Electr. Eng., Tarbiat Modares Univ., Tehran, Iran
Abstract :
Affine Projection Algorithms (APA) are useful adaptive filters whose main purpose is to speed the convergence of LMS-type filers. On the other hand, by optimally selecting the step-size, during the adaptation, we can obtain both fast convergence rate and low steady-state mean square error. In this paper, we introduce a new Variable Step Size (VSS) version of affine projection algorithms based on the generic VSS adaptive filter and use it for channel equalization. The proposed algorithms perform very well in attenuating noise and inter-symbol interference (ISI) in comparison with the standard NLMS and the recently introduced ordinary AP algorithms.
Keywords :
Adaptive equalizers; Adaptive filters; Convergence; Filtering algorithms; Intersymbol interference; Least squares approximation; Mean square error methods; Projection algorithms; Steady-state; Variable structure systems; Adaptive Filter; Affine Projection Algorithm (APA); Channel Equalizer; Intersymbol Interference; Variable Step-Size Algorithm;
Conference_Titel :
Electrical Engineering (ICEE), 2010 18th Iranian Conference on
Conference_Location :
Isfahan, Iran
Print_ISBN :
978-1-4244-6760-0
DOI :
10.1109/IRANIANCEE.2010.5507089