Title :
Semi-blind constant modulus equalization with optimal step size
Author :
Zarzoso, Vicente ; Comon, Pierre
Author_Institution :
Dept. of Electr. Eng. & Electron., Liverpool Univ., UK
Abstract :
Channel equalization is an important problem in digital communications. The paper studies a hybrid equalization criterion combining the constant modulus (CM) property and the minimum mean square error (MMSE) between the equalizer output and the known pilot sequence. An efficient semi-blind block gradient-descent algorithm is proposed, in which the step size globally minimizing the cost function along the search direction is algebraically computed at each iteration. The use of the optimal step size notably accelerates convergence and can further reduce the impact of local extrema on the semi-blind algorithm´s performance. The proposed approach is not restricted to the CM-MMSE principle, but it can benefit other equalization criteria as well.
Keywords :
convergence of numerical methods; digital communication; equalisers; gradient methods; least mean squares methods; minimisation; MMSE; block gradient-descent algorithm; channel equalization; convergence; cost function minimization; digital communications; iteration; minimum mean square error; optimal step size; pilot sequence; semiblind constant modulus equalization; Acceleration; Blind equalizers; Closed-form solution; Convergence; Cost function; Degradation; Digital communication; Iterative algorithms; Mean square error methods; Partial transmit sequences;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2005. Proceedings. (ICASSP '05). IEEE International Conference on
Print_ISBN :
0-7803-8874-7
DOI :
10.1109/ICASSP.2005.1415775