Approximate Gibbs algorithm for blind data detection in two-way relay networks

This study investigates the blind data detection in two-way relay networks (TWRN) that employ amplify-and-forward (AF) relay strategy. To blindly detect the data in TWRN in the presence of uncertain time-frequency offsets and phase noise, the authors develop a new Bayesian-based approximate Gibbs algorithm based on truncated Taylor series expansion approximation. In addition, the authors exploit available constraint information on parameters of interest. The authors present three receivers based on three different parameter estimation approaches. The authors further discuss the implementation issue and present diagnostic convergence analysis. The authors’ numerical results demonstrate the performance and efficacy of their proposed algorithm.

[1]  Armin Wittneben,et al.  Spectral efficient protocols for half-duplex fading relay channels , 2007, IEEE Journal on Selected Areas in Communications.

[2]  Mónica F. Bugallo,et al.  A sequential Monte Carlo method for adaptive blind timing estimation and data detection , 2005, IEEE Transactions on Signal Processing.

[3]  Su Hu,et al.  On channel estimation and detection for amplify-and-forward orthogonal frequency division multiplexing-based two-way relay systems under unknown non-reciprocal doubly selective fading channels , 2014, IET Commun..

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

[5]  Petar Popovski,et al.  Physical Network Coding in Two-Way Wireless Relay Channels , 2007, 2007 IEEE International Conference on Communications.

[6]  Luc Vandendorpe,et al.  Code-Aided Turbo Synchronization , 2007, Proceedings of the IEEE.

[7]  Ioannis N. Psaromiligkos,et al.  Blind channel estimation for MPSK-based amplify-and-forward two-way relaying , 2011, 2011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[8]  Patrick Mitran,et al.  Performance Bounds for Bidirectional Coded Cooperation Protocols , 2007, IEEE Transactions on Information Theory.

[9]  Xiaodong Wang,et al.  Monte Carlo methods for signal processing , 2005 .

[10]  Slawomir Stanczak,et al.  Achievable rates for the restricted half-duplex two-way relay channel under a partial-decode-and-forward protocol , 2008, 2008 IEEE Information Theory Workshop.

[11]  Ali Mohammad Doost-Hoseini,et al.  Data-assisted channel estimation and performance analysis for two-way amplify-and-forward relay networks with M-ary frequency shift keying modulation , 2015, IET Commun..

[12]  Tadesse Ghirmai,et al.  Applying Metropolis-Hastings-within-Gibbs algorithms for data detection in relay-based communication systems , 2015, 2015 IEEE Signal Processing and Signal Processing Education Workshop (SP/SPE).

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

[14]  Luc Vandendorpe,et al.  On Maximum-Likelihood Timing Synchronization , 2007, IEEE Transactions on Communications.

[15]  Marc Moeneclaey,et al.  Sequence estimation and synchronization from nonsynchronized samples , 1991, IEEE Trans. Inf. Theory.

[16]  Ruiqin Zhao,et al.  Joint time-frequency synchronization and channel estimation in two-way relay networks , 2014, J. Frankl. Inst..

[17]  José A. R. Fonollosa,et al.  Blind channel estimation and data detection using hidden Markov models , 1997, IEEE Trans. Signal Process..

[18]  Ashok Srivastava,et al.  Sensitivity of single-carrier QAM systems to phase noise arising from the hot-carrier effect , 2006, IEEE Wireless Communications and Networking Conference, 2006. WCNC 2006..

[19]  Lun Li,et al.  Blind Transmission and Detection Designs With Unique Identification and Full Diversity for Noncoherent Two-Way Relay Networks , 2014, IEEE Transactions on Vehicular Technology.

[20]  Fu-Chun Zheng,et al.  Physical Layer Network Coding with Channel and Delay Estimation , 2012, 2012 IEEE Vehicular Technology Conference (VTC Fall).

[21]  S. E. Ahmed,et al.  Markov Chain Monte Carlo: Stochastic Simulation for Bayesian Inference , 2008, Technometrics.

[22]  Xuewen Liao,et al.  Blind Channel Estimation for OFDM Modulated Two-Way Relay Network , 2010, 2010 IEEE Wireless Communication and Networking Conference.

[23]  Xiaodong Wang,et al.  Bayesian Monte Carlo multiuser receiver for space-time coded multicarrier CDMA systems , 2001, IEEE J. Sel. Areas Commun..

[24]  W. K. Hastings,et al.  Monte Carlo Sampling Methods Using Markov Chains and Their Applications , 1970 .

[25]  Xiaodong Wang,et al.  A Bayesian Multiuser Detection Algorithm for MIMO-ODFM Systems Affected by Multipath Fading, Carrier Frequency Offset, and Phase Noise , 2008, IEEE Journal on Selected Areas in Communications.

[26]  Yeheskel Bar-Ness,et al.  WLC43-4: Comparing the effect of Carrier Frequency Offset on OFDM and Single-Carrier Block Transmission in AWGN Channels , 2006, IEEE Globecom 2006.

[27]  Zhi Ding,et al.  A Linear Programming Receiver for Blind Detection of Full Rate Space-Time Block Codes , 2010, IEEE Transactions on Signal Processing.

[28]  Tobias J. Oechtering,et al.  Broadcast Capacity Region of Two-Phase Bidirectional Relaying , 2007, IEEE Transactions on Information Theory.

[29]  Yi Zhang,et al.  Iterative Channel Estimation and Data Detection for Amplify-and-Forward Relay Networks , 2012, IEEE Communications Letters.

[30]  Jeng-Shin Sheu,et al.  On channel estimation of orthogonal frequency-division multiplexing amplify-and-forward cooperative relaying systems , 2013, IET Commun..

[31]  Jörg Kliewer,et al.  Memoryless Relay Strategies for Two-Way Relay Channels: Performance Analysis and Optimization , 2008, 2008 IEEE International Conference on Communications.

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

[33]  Zhi Ding,et al.  A Bayesian Algorithm for Joint Symbol Timing Synchronization and Channel Estimation in Two-Way Relay Networks , 2013, IEEE Transactions on Communications.

[34]  Jian Li,et al.  Gibbs-Sampler-Based Semiblind Equalizer in Underwater Acoustic Communications , 2012, IEEE Journal of Oceanic Engineering.

[35]  Lun Li,et al.  Blind Detection with Unique Identification in Two-Way Relay Channel , 2012, IEEE Transactions on Wireless Communications.

[36]  Carlos J. Escudero.  Blind Adaptive Interference Suppression for Direct-sequence Cdma , 2007 .

[37]  Bangwon Seo,et al.  Self-interference cancellation for two-way amplify-and-forward relaying systems , 2014, IET Commun..

[38]  Lingyang Song,et al.  Superimposed training design based on Bayesian optimisation for channel estimation in two-way relay networks , 2012, IET Commun..

[39]  Giuseppe Caire,et al.  Algorithms for iterative decoding in the presence of strong phase noise , 2005, IEEE Journal on Selected Areas in Communications.

[40]  Yik-Chung Wu,et al.  Joint CFO and Channel Estimation for OFDM-Based Two-Way Relay Networks , 2011, IEEE Transactions on Wireless Communications.

[41]  Christian P. Robert,et al.  Monte Carlo Statistical Methods , 2005, Springer Texts in Statistics.