Title :
Automatic tuning of the step size in WLMS algorithms: applications to EDGE
Author :
Lindbom, Lars ; Rutström, Jonas ; Ahlén, Anders ; Sternad, Mikael
Author_Institution :
Ericsson AB, Karlstad, Sweden
Abstract :
Adaptation laws that estimate time-varying communication channels can be tuned for efficient tracking, by adjusting filters and gains within their structure. However, this requires knowledge of statistical properties that may be poorly known or time-varying. A possible approach is then to adjust the gains of the adaptation law adaptively. The Wiener LMS adaptation algorithm (WLMS) attains efficient tracking by incorporating filters that are attuned to the fading statistics. It includes a gain parameter that will be adjusted adaptively on line. A WLMS channel predictor with adaptively adjusted gain is then evaluated as a component of receivers for EDGE systems, which use delayed decision feedback sequence estimation. The channel variations for such cases have a wide variety of properties that are tracked by gain adaptation.
Keywords :
Wiener filters; adaptive equalisers; adaptive filters; adaptive signal processing; cellular radio; channel estimation; decision feedback equalisers; delays; fading channels; feedback; filtering theory; least mean squares methods; prediction theory; sequential estimation; statistical analysis; time-varying channels; tracking filters; EDGE systems; GSM; WLMS algorithms; WLMS channel predictor; Wiener LMS adaptation algorithm; adaptation laws; adaptively adjusted gain; automatic step size tuning; channel equalization; channel estimation; channel variations; delayed decision feedback sequence estimation; efficient tracking filters; fading statistics; gain adaptation; gain parameter; receivers; statistical properties; time-varying communication channels; Algorithm design and analysis; Delay estimation; Design optimization; Fading; Filters; Least squares approximation; Performance gain; Robustness; Scheduling algorithm; Statistics;
Conference_Titel :
Vehicular Technology Conference, 2002. Proceedings. VTC 2002-Fall. 2002 IEEE 56th
Print_ISBN :
0-7803-7467-3
DOI :
10.1109/VETECF.2002.1040616