Title :
Adaptive algorithms performance analysis for adaptive multiuser detection over time varying communications channels
Author :
Krusevac, Zarko B. ; Rapajic, Predrag B. ; Kennedy, Rodney A.
Author_Institution :
Nat. ICT Australia, Canberra, ACT
Abstract :
This paper analyzes the theoretical limits of the least mean square (LMS) and recursive least square (RLS) adaptive algorithms performance for the adaptive CDMA receivers in slowly time varying communication channels in the presence of multi-path. We show that since the RLS involves memory and does not explicitly recognize time varying nature of the channel (time varying "true" weights), it has worse tracking performance then the LMS adaptive algorithm. Thus, the implementation of the RLS algorithm for adaptive CDMA receivers operating in time varying channels is very limited. The LMS algorithm provides better tracking, but still speed of channel change must be slow. In addition, we present simulation results which confirm the theoretical analysis
Keywords :
adaptive signal detection; cellular radio; code division multiple access; least mean squares methods; multipath channels; multiuser detection; radio receivers; time-varying channels; LMS; adaptive CDMA receivers; adaptive algorithms performance analysis; adaptive multiuser detection; least mean square; recursive least square; time varying communications channels; Adaptive algorithm; Algorithm design and analysis; Analytical models; Communication channels; Least squares approximation; Least squares methods; Multiaccess communication; Multiuser detection; Performance analysis; Resonance light scattering; Adaptive Kalman Filter; Adaptive Minimum Mean Square Error (MMSE) receiver; Least Mean Square (LMS) and Recursive Least Square (RLS) adaptive algorithms; tracking ability;
Conference_Titel :
Communications Theory Workshop, 2005. Proceedings. 6th Australian
Conference_Location :
Brisbane, Qld.
Print_ISBN :
0-7803-9007-5
DOI :
10.1109/AUSCTW.2005.1624252