Title :
Blind channel equalization with colored source based on constrained optimization methods
Author :
Zhou, Dayong ; DeBrunner, Victor
Author_Institution :
Sch. of Electr. Eng. & Comput.Eng., Oklahoma Univ., Norman, OK, USA
fDate :
29 Nov.-3 Dec. 2004
Abstract :
The constrained minimum output variance method (CMOV), which is also known as the constrained minimum output energy method (CMOE), has been applied to directly blind equalize a linear channel and proven effective with white inputs (Tsaisanis et al. (1999)). It is believed that the method introduced in Tsaisanis can work for a linear system with colored source. In this paper, we correct this misunderstanding, and prove that a colored input will cause the equalizer to incorrectly converge. Consequently, we introduce a new blind channel equalizer algorithm based on the CMOV, but with different constraints. Our proposed algorithm works for channels with either white or colored input, and performs equivalently to the trained minimum mean-square-error (MMSE) equalizer under high SNR. Our proposed algorithm may be regarded as a generalized version of the CMOV in Tsaisanis. However, unlike CMOV, the proposed method exploits the input sequence statistics. As a result, the proposed method performs better than the original CMOV even when the input is white.
Keywords :
blind equalisers; convergence of numerical methods; digital communication; intersymbol interference; least mean squares methods; minimisation; CMOE; CMOV; blind channel equalization; colored source; constrained minimum output energy method; constrained minimum output variance method; constrained optimization methods; incorrect convergence; input sequence statistics; linear channel; white inputs; Blind equalizers; Convergence; Digital communication; Intersymbol interference; Linear systems; Optimization methods; Prediction algorithms; Signal processing; Signal processing algorithms; Statistics;
Conference_Titel :
Global Telecommunications Conference, 2004. GLOBECOM '04. IEEE
Print_ISBN :
0-7803-8794-5
DOI :
10.1109/GLOCOM.2004.1378416