Title :
Iterative receiver design in Rayleigh fading using factor graph
Author :
Shen, Manyuan ; Niu, Huaning ; Liu, Hui
Author_Institution :
Dept. of Electr. Eng., Washington Univ., Seattle, WA, USA
Abstract :
In this paper we develop a novel approach for joint iterative channel estimation and LDPC decoding, based on the factor graph representation and sum-product algorithm. The fast flat fading channel is modeled as an AR process in order to characterize its temporal variation. By approximating the feedback message from the channel decoder as a Gaussian pdf, we show that Kalman smoothing can be employed for channel estimation. We further derive a new bit metric calculation method which consider both channel noise and channel estimation variance. Simulations confirm the effectiveness of our approach.
Keywords :
Rayleigh channels; autoregressive processes; channel coding; channel estimation; graph theory; iterative decoding; parity check codes; radio receivers; smoothing methods; Gaussian probability density function; Kalman smoothing; LDPC decoding; Rayleigh fading; autoregressive process; bit metric calculation method; channel decoder; channel noise; feedback message; flat fading channel; iterative channel estimation; iterative receiver design; low density parity check code; sum-product algorithm; Channel estimation; Fading; Feedback; Iterative decoding; Iterative methods; Kalman filters; Parity check codes; Rayleigh channels; Smoothing methods; Sum product algorithm;
Conference_Titel :
Vehicular Technology Conference, 2003. VTC 2003-Spring. The 57th IEEE Semiannual
Print_ISBN :
0-7803-7757-5
DOI :
10.1109/VETECS.2003.1208863