Title :
Fast algorithm for adaptive blind equalization using order-α Renyi´s entropy
Author :
Santamaría, Ignacio ; Pantaleón, C. ; Vielva, L. ; Principe, Jose C.
Author_Institution :
DICOM, ETSII y Telecom, Univ. of Cantabria, Avda. Los Castros, 39005 Santander, Spain
Abstract :
In this paper a novel blind equalization algorithm based on stochastic gradient descent minimization of order-α Renyi´s entropy and designed for constant modulus signals is introduced. The algorithm applies a new nonparametric estimator for Renyi´s entropy, which has been recently proposed and allows to compute any order of entropy. In comparison with conventional adaptive blind techniques, such us CMA, the proposed algorithm shows a remarkable increase in convergence speed with only a moderate increase in computational cost.
Keywords :
Artificial neural networks; Convergence; Entropy; Equalizers; Noise;
Conference_Titel :
Acoustics, Speech, and Signal Processing (ICASSP), 2002 IEEE International Conference on
Conference_Location :
Orlando, FL, USA
Print_ISBN :
0-7803-7402-9
DOI :
10.1109/ICASSP.2002.5745194