A Blind Sequential Monte Carlo Detector for OFDM Systems in the Presence of Phase Noise, Multipath Fading, and Channel Order Uncertainty

In this paper, an efficient detector is developed to address the blind detection problem for an orthogonal- frequency-division-multiplexing (OFDM) system in the presence of phase noise and unknown multipath fading, even with channel order that is possibly not known and time varying. The proposed maximum a posteriori detector is a combination of the sequential Monte Carlo (SMC) method and the variance reduction strategy known as Rao-Blackwellization. Being blind, the developed detector, does not rely on pilot tones for the detection of the transmitted data. However, as in most work found in the literature, the aforementioned detector, which we call the RB-SMC detector, invokes the assumption of a fixed and known channel order, which may be a limitation in a number of scenarios. Therefore, to relax this assumption, we model channel order uncertainty via a first-order Markov process and subsequently introduce appropriate extensions to the RB-SMC detector, thereby proposing a novel algorithm called the E-RB-SMC detector. The performance of the novel SMC-based detectors are validated through computer simulations. It is shown that the proposed SMC-based detectors achieve near bound performance. In terms of convergence speed, the proposed E-RB-SMC detector also shows the smallest acquisition time amongst the considered algorithms.

[1]  Marc Moeneclaey,et al.  BER sensitivity of OFDM systems to carrier frequency offset and Wiener phase noise , 1995, IEEE Trans. Commun..

[2]  Sinem Coleri Ergen,et al.  Channel estimation techniques based on pilot arrangement in OFDM systems , 2002, IEEE Trans. Broadcast..

[3]  Simon J. Godsill,et al.  On sequential Monte Carlo sampling methods for Bayesian filtering , 2000, Stat. Comput..

[4]  Petar M. Djuric,et al.  A blind particle filtering detector of signals transmitted over flat fading channels , 2004, IEEE Transactions on Signal Processing.

[5]  Patrick Robertson,et al.  Analysis of the effects of phase-noise in orthogonal frequency division multiplex (OFDM) systems , 1995, Proceedings IEEE International Conference on Communications ICC '95.

[6]  Peter Hsin-Yu Wu,et al.  Multiuser detectors with disjoint Kalman channel estimators for synchronous CDMA mobile radio channels , 2000, IEEE Trans. Commun..

[7]  Rong Chen,et al.  Adaptive joint detection and decoding in flat-fading channels via mixture Kalman filtering , 2000, IEEE Trans. Inf. Theory.

[8]  Mohamed El-Tanany,et al.  Analytical modeling and simulation of phase noise interference in OFDM-based digital television terrestrial broadcasting systems , 2001, IEEE Trans. Broadcast..

[9]  Elena Costa,et al.  M-QAM-OFDM system performance in the presence of a nonlinear amplifier and phase noise , 2002, IEEE Trans. Commun..

[10]  Ding-Bing Lin,et al.  Performance of noncoherent maximum-likelihood sequence detection for differential OFDM systems with diversity reception , 2006, IEEE Transactions on Broadcasting.

[11]  Yeheskel Bar-Ness,et al.  A phase noise suppression algorithm for OFDM-based WLANs , 2002, IEEE Communications Letters.

[12]  R. Negi,et al.  Pilot Tone Selection For Channel Estimation In A Mobile Ofdm System * , 1998, International 1998 Conference on Consumer Electronics.

[13]  Yeheskel Bar-Ness,et al.  OFDM systems in the presence of phase noise: consequences and solutions , 2004, IEEE Transactions on Communications.

[14]  L. Devroye Non-Uniform Random Variate Generation , 1986 .

[15]  O. Edfors,et al.  OFDM channel estimation by singular value decomposition , 1996, Proceedings of Vehicular Technology Conference - VTC.

[16]  Geoffrey Ye Li,et al.  Robust channel estimation for OFDM systems with rapid dispersive fading channels , 1998, ICC '98. 1998 IEEE International Conference on Communications. Conference Record. Affiliated with SUPERCOMM'98 (Cat. No.98CH36220).

[17]  C. Dou Particle Filtering for Demodulation in Fading Channels with Non-Gaussian Additive Noise. , 2001 .

[18]  Jun S. Liu,et al.  Sequential Monte Carlo methods for dynamic systems , 1997 .

[19]  Arnaud Doucet,et al.  Particle filters for state estimation of jump Markov linear systems , 2001, IEEE Trans. Signal Process..

[20]  Thiagalingam Kirubarajan,et al.  Estimation with Applications to Tracking and Navigation , 2001 .

[21]  Pierre Duhamel,et al.  Subspace-based blind and semi-blind channel estimation for OFDM systems , 2002, IEEE Trans. Signal Process..

[22]  Andreas Polydoros,et al.  Phase-impairment effects and compensation algorithms for OFDM systems , 2005, IEEE Transactions on Communications.

[23]  Athina P. Petropulu,et al.  Linear precoding assisted blind channel estimation for OFDM systems , 2005, IEEE Transactions on Vehicular Technology.

[24]  Lorenzo Piazzo,et al.  Analysis of phase noise effects in OFDM modems , 2002, IEEE Trans. Commun..

[25]  Luciano Tomba,et al.  On the effect of Wiener phase noise in OFDM systems , 1998, IEEE Trans. Commun..

[26]  Yahong Rosa Zheng,et al.  Improved models for the generation of multiple uncorrelated Rayleigh fading waveforms , 2002, IEEE Communications Letters.

[27]  James P. Reilly,et al.  Channel equalization and phase noise suppression for OFDM systems in a time-varying frequency selective channel using particle filtering , 2005, Proceedings. (ICASSP '05). IEEE International Conference on Acoustics, Speech, and Signal Processing, 2005..

[28]  Xiaodong Wang,et al.  A sequential Monte Carlo blind receiver for OFDM systems in frequency-selective fading channels , 2002, IEEE Trans. Signal Process..

[29]  Bruce W. Schmeiser,et al.  Random variate generation , 1981, WSC '81.

[30]  Said Nader-Esfahani,et al.  A new method of phase noise compensation in OFDM , 2003, IEEE International Conference on Communications, 2003. ICC '03..

[31]  Petar M. Djuric,et al.  Blind equalization of frequency-selective channels by sequential importance sampling , 2004, IEEE Transactions on Signal Processing.

[32]  Wolfgang Rave,et al.  Phase Noise Suppression in OFDM Using a Kalman Filter , 2003 .

[33]  Burton R. Saltzberg,et al.  Multi-Carrier Digital Communications: Theory and Applications of Ofdm , 1999 .

[34]  Xiaodong Wang,et al.  Iterative receivers for space-time block-coded OFDM systems in dispersive fading channels , 2002, IEEE Trans. Wirel. Commun..

[35]  W. C. Jakes,et al.  Microwave Mobile Communications , 1974 .

[36]  John G. Proakis,et al.  Digital Communications , 1983 .