Title :
A Novel Blind Equalization Algorithm for QPSK Signals
Author :
Lin, Wang ; Shun-lan, Liu
Author_Institution :
Coll. of Commun. Eng., Hangzhou Dianzi Univ., Hangzhou, China
Abstract :
This paper presents a novel SVM-SCA algorithm combining support vector machines(SVM) with square contour algorithm(SCA). The proposed algorithm sets the initial weights of the blind equalizer by means of SVM and then switches to SCA algorithm which has a lower computational complexity. The simulation results demonstrate that the SVM-SCA algorithm converges much faster, gains better ISI performance and is more steady compared with the traditional blind equalization based on SCA.
Keywords :
blind equalisers; quadrature phase shift keying; support vector machines; telecommunication computing; ISI performance; QPSK signal; SCA algorithm; SVM; SVM-SCA algorithm; blind equalization algorithm; computational complexity; square contour algorithm; support vector machines; Information science; Blind equalization; Residual ISI; Square Contour Algorithm; Support Vector Machines;
Conference_Titel :
Information Science and Engineering (ISISE), 2010 International Symposium on
Conference_Location :
Shanghai
Print_ISBN :
978-1-61284-428-2
DOI :
10.1109/ISISE.2010.22