Direct estimation of blind zero-forcing equalizers based on second-order statistics

Authors
Citation
Xh. Li et H. Fan, Direct estimation of blind zero-forcing equalizers based on second-order statistics, IEEE SIGNAL, 48(8), 2000, pp. 2211-2218
Citations number
21
Categorie Soggetti
Eletrical & Eletronics Engineeing
Journal title
IEEE TRANSACTIONS ON SIGNAL PROCESSING
ISSN journal
1053587X → ACNP
Volume
48
Issue
8
Year of publication
2000
Pages
2211 - 2218
Database
ISI
SICI code
1053-587X(200008)48:8<2211:DEOBZE>2.0.ZU;2-A
Abstract
Most existing zero-forcing equalization algorithms rely either on higher th an second-order statistics or on partial or complete channel identification . We describe methods for computing fractionally spaced zero-forcing blind equalizers with arbitrary delay directly from second-order statistics of th e observations without channel identification. We first develop a batch-typ e algorithm; then, adaptive algorithms are obtained by linear prediction an d gradient descent optimization. Our adaptive algorithms do not require cha nnel order estimation, nor rank estimation. Compared with other second-orde r statistics-based approaches, ours do not require channel identification a t all, On the other hand, compared with the CMA-type algorithms, ours use o nly second-order statistics; thus, no local convergence problem exists, and faster convergence can be achieved, Simulations show that our algorithms o utperform most typical existing algorithms.