Cfn. Cowan et S. Semnani, TIME-VARIANT EQUALIZATION USING A NOVEL NONLINEAR ADAPTIVE STRUCTURE, International journal of adaptive control and signal processing, 12(2), 1998, pp. 195-206
In much of the work which has been performed in the area of adaptive e
qualization over the last 30 years there has been a concentration of e
ffort on systems which are a priori unknown but time invariant (or, at
least only slowly variant with time). In certain key applications, mo
st notably in digital mobile communications, this assumption of time i
nvariance is not realistic. It is therefore important to focus on the
particular requirements placed on adaptive equalizers in this sort of
challenging environment. This paper begins by examining the limitation
s of classical linear equalizers in the time-variant environment. A no
vel, non-linear, filter architecture which is designed to take advanta
ge of the time-variant channel is then proposed. Two key points relati
ng to this structure are that it has a complexity comparable to the st
andard linear forms and it only requires to be adapted using a basic s
tochastic gradient algorithm. Computer simulation studies are presente
d which demonstrate the ability of this structure to produce enhanced
performance (in terms of bit error rate) across a range of fast-fading
channel conditions when compared to standard linear equalizers. (C) 1
998 John Wiley & Sons, Ltd.