Title :
A sequential Monte Carlo blind receiver for OFDM systems in frequency-selective fading channels
Author :
Yang, Zigang ; Wang, Xiaodong
Author_Institution :
Dept. of Electr. Eng., Texas A&M Univ., College Station, TX, USA
fDate :
2/1/2002 12:00:00 AM
Abstract :
We consider the application of the sequential Monte Carlo (SMC) methodology to the problem of blind symbol detection in a wireless orthogonal frequency-division multiplexing (OFDM) system over a frequency-selective fading channel. Bayesian inference of the unknown data symbols in the presence of an unknown multipath fading channel is made only from the observations over one OFDM symbol duration. A novel blind SMC detector built on the techniques of importance sampling and resampling is developed for differentially encoded OFDM systems. The performance of different schemes of delayed-weight estimation methods is studied. Furthermore, being soft-input and soft-output in nature, the proposed SMC detector is employed as the first-stage demodulator in a turbo receiver for a coded OFDM system. Such a turbo receiver successively improves the receiver performance by iteratively exchanging the so-called extrinsic information with the maximum a posteriori (MAP) outer channel decoder. Finally, the performance of the proposed sequential Monte Carlo receiver is demonstrated through computer simulations
Keywords :
Bayes methods; OFDM modulation; delay estimation; demodulators; fading channels; importance sampling; iterative decoding; modulation coding; multipath channels; radio receivers; signal detection; Bayesian inference; MAP outer channel decoder; Monte Carlo receiver; OFDM symbol duration; QPSK; blind SMC detector; blind symbol detection; computer simulations; data symbols; delayed-weight estimation methods; differentially encoded OFDM systems; first-stage demodulator; frequency-selective fading channel; frequency-selective fading channels; importance resampling; importance sampling; iterative decoder; maximum a posteriori decoder; multipath fading channel; orthogonal frequency-division multiplexing; receiver performance; sequential Monte Carlo blind receiver; sequential Monte Carlo method; soft-input soft-output detector; turbo receiver; wireless OFDM system; Bayesian methods; Delay estimation; Demodulation; Detectors; Frequency division multiplexing; Frequency-selective fading channels; Iterative decoding; Monte Carlo methods; OFDM; Sliding mode control;
Journal_Title :
Signal Processing, IEEE Transactions on