Title :
Deterministic linear prediction methods for blind channel estimation based on dual concept of zero-forcing equalization
Author :
Xu, Zhiyong ; Ng, Boon Poh
Author_Institution :
Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore
fDate :
11/1/2002 12:00:00 AM
Abstract :
This paper investigates a class of second-order blind channel estimation algorithms based on deterministic linear prediction, which includes double-sided as well as forward and backward single-sided, for single input multiple output (SIMO) finite impulse response (FIR) channels. By introducing the dual problem of well-known zero-forcing equalization concept, we first derive a double-sided deterministic linear prediction (D-DLP) algorithm that has, good channel estimation performance with the knowledge of exact channel order. By further exploiting the interference subspace cancellation technique and the triangular block-Toeplitz structure of a portion of the channel filtering matrix (upper-left or lower-right part), we obtain the forward and backward single-sided deterministic linear prediction (FS-DLP and BS-DLP) algorithms that can work in the absence of knowledge of channel order with a cost of relatively poor channel estimate. Moreover, a channel order estimation method is also studied based on results from both FS-DLP and BS-DLP. Simulation examples are finally presented to demonstrate the potential of the proposed methods.
Keywords :
Toeplitz matrices; blind equalisers; filtering theory; interference suppression; parameter estimation; prediction theory; telecommunication channels; transient response; SIMO FIR channels; backward single-sided deterministic linear prediction; channel estimation performance; channel filtering matrix; channel order estimation; deterministic linear prediction methods; double-sided deterministic linear prediction; finite impulse response channels; forward single-sided deterministic linear prediction; interference subspace cancellation; second-order blind channel estimation algorithms; simulation; single input multiple output channels; triangular block-Toeplitz structure; zero-forcing equalization; Blind equalizers; Channel estimation; Costs; Filtering algorithms; Finite impulse response filter; Interference cancellation; Nonlinear filters; Prediction algorithms; Prediction methods; Signal processing algorithms;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2002.804081