Title :
MLSE-PSP receiver with optimized LMS step-size parameter
Author :
Galdino, Juraci F. ; Pinto, Ernesto L. ; De Alencar, Marcelo S.
Author_Institution :
Instituto Militar de Engenharia, Rio de Janeiro, Brazil
Abstract :
This paper proposes a new strategy for establishing the LMS step-size parameter in the context of adaptive MLSE-PSP reception over time-varying frequency-selective fading channels. This strategy is based on the optimization of the step-size in the sense of minimizing the LMS steady-state mean square error (MSE) in the estimation of the channel impulse (IR) response. Analytical expressions of the optimum step-size are derived assuming Doppler spectrum models usually adopted for mobile communication channels. These expressions are used to choose the step-size of LMS based MLSE-PSP receivers under different conditions of Doppler spread. Several computer simulation results are provided which show the performance benefits so obtained.
Keywords :
adaptive estimation; fading channels; least mean squares methods; maximum likelihood sequence estimation; optimisation; radio receivers; time-varying channels; transient response; Doppler spectrum models; Doppler spread; LMS step-size parameter; MLSE-PSP receiver; channel impulse response; frequency-selective fading channels; mobile communication channels; time-varying channels; Adaptive filters; Computer simulation; Frequency-selective fading channels; Least squares approximation; Maximum likelihood estimation; Mean square error methods; Mobile communication; Parameter estimation; Steady-state; Viterbi algorithm;
Conference_Titel :
Communications, 2003. ICC '03. IEEE International Conference on
Print_ISBN :
0-7803-7802-4
DOI :
10.1109/ICC.2003.1204124