Title :
Bussgang-zero crossing equalization: an integrated HOS-SOS approach
Author :
Jacovitti, Giovanni ; Panci, Gianpiero ; Scarano, Gaetano
Author_Institution :
INFOCOM Dept., Rome Univ., Italy
fDate :
11/1/2001 12:00:00 AM
Abstract :
An integrated higher order statistics (HOS) and second order statistics (SOS) based equalization technique is presented as an extension of the Bussgang equalization algorithm. This extension allows one to simultaneously take account of the statistical knowledge about the data source, as done in the conventional HOS approaches and, in particular, by Bussgang-like equalization algorithms such as super exponential, constant modulus, etc., and the spectral redundancy usually present in pulse-amplitude modulation (PAM) and quadrature-amplitude modulation (QAM) modulated signals, exploited by SOS-based approaches. The technique presented employs a new form of SOS equalization that naturally integrates into the Bussgang scheme. It is based on a zero crossing (ZC) property of the received signal when it is passed through a suitable filter. The novel equalization scheme is presented in a Bayesian estimation framework, after illustration of the general Bussgang paradigm and of the principles of the ZC approach. From simulated experiments, results show that the extended Bussgang-ZC equalizer not only outperforms conventional Bussgang equalizers but is also robust to situations where HOS and SOS approaches individually fail
Keywords :
Bayes methods; blind equalisers; estimation theory; higher order statistics; pulse amplitude modulation; quadrature amplitude modulation; Bayesian estimation; Bussgang equalization algorithm; Bussgang-zero crossing equalization; PAM signals; QAM signals; blind equalization; constant modulus algorithm; data source; extended Bussgang-ZC equalizer; general Bussgang paradigm; higher order statistics based equalization; integrated HOS-SOS approach; integrated higher order statistics; pulse-amplitude modulation; quadrature-amplitude modulation; received signal; second order statistics based equalization; simulated experiments; spectral redundancy; super exponential algorithm; Bayesian methods; Blind equalizers; Convolution; Deconvolution; Filters; Higher order statistics; Pulse modulation; Quadrature amplitude modulation; Robustness; Signal processing;
Journal_Title :
Signal Processing, IEEE Transactions on