Title :
Particle filtering for joint symbol and parameter estimation in DS spread spectrum systems
Author :
Punskaya, E. ; Doucet, A. ; Fitzgerald, W.J.
Author_Institution :
Dept. of Eng., Cambridge Univ., UK
Abstract :
In this paper, we develop a new receiver for joint symbol, channel characteristics and code delay estimation for DS spread spectrum systems under conditions of multipath fading. This nonlinear estimation problem is extremely complex. An efficient simulation-based algorithm based on particle filtering is proposed to solve it. The method combines sequential importance sampling, a selection scheme and a variance reduction technique. An extensive simulation study is carried out and demonstrates good performance of the suggested approach.
Keywords :
channel estimation; delay estimation; digital radio; fading channels; importance sampling; mobile radio; multipath channels; nonlinear estimation; spread spectrum communication; DS spread spectrum systems; channel characteristics; code delay estimation; digital communications; joint symbol parameter estimation; multipath fading; nonlinear estimation problem; particle filtering; performance; selection scheme; sequential importance sampling; simulation-based algorithm; variance reduction technique; Delay estimation; Digital communication; Fading; Filtering algorithms; Laboratories; Parameter estimation; Signal processing; Signal processing algorithms; Spread spectrum communication; State estimation;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03). 2003 IEEE International Conference on
Print_ISBN :
0-7803-7663-3
DOI :
10.1109/ICASSP.2003.1202674