Title :
ODE analysis and redesign in blind adaptation
Author :
Wigren, Torbjörn
Author_Institution :
Dept. of Technol., Uppsala Univ., Sweden
fDate :
12/1/1997 12:00:00 AM
Abstract :
In blind adaptation the dynamics of an unknown channel (system) is recovered together with the transmitted symbol sequence (input signal). This paper generalizes the author´s previous algorithm (1994, 1997), that is not derived by criterion minimization, to include adaptive regressor filtering. The resulting scheme, which adapts a finite-dimensional IIR channel model, is designed to converge only to a well-defined set of parameters when binary symbols are transmitted over the channel. This provides a partial solution to the recently discussed ill-convergence problem in blind adaptation. Some connections to adaptive control theory are noted
Keywords :
IIR filters; adaptive equalisers; adaptive filters; convergence; differential equations; intersymbol interference; nonlinear systems; telecommunication channels; Wiener model; adaptive control; adaptive regressor filtering; blind adaptation; blind equalisation; convergence; differential equations; finite-dimensional IIR channel model; nonlinear systems; symbol sequence; Adaptive filters; Automatic control; Control systems; Convergence; Delay systems; Filtering algorithms; IIR filters; Intersymbol interference; Least squares approximation; Riccati equations;
Journal_Title :
Automatic Control, IEEE Transactions on