Joint Optimization of Transceiver Matrices for MIMO-Aided Multiuser AF Relay Networks: Improving the QoS in the Presence of CSI Errors

This paper addresses the problem of amplify-and-forward (AF) relaying for multiple-input-multiple-output (MIMO) multiuser relay networks, where each source transmits multiple data streams to its corresponding destination with the assistance of multiple relays. Assuming realistic imperfect channel state information (CSI) of all the source-relay and relay-destination links, we propose a robust optimization framework for the joint design of the source transmit precoders (TPCs), relay AF matrices and receive filters. Specifically, two well-known CSI error models are considered, namely, the statistical and the norm-bounded error models. We commence by considering the problem of minimizing the maximum per-stream mean square error (MSE) subject to the source and relay power constraints (min-max problem). Then, the statistically robust and worst-case robust versions of this problem, which take into account the statistical and norm-bounded CSI errors, respectively, are formulated. Both of the resultant optimization problems are nonconvex (semi-infinite in the worst-case robust design). Therefore, algorithmic solutions having proven convergence and tractable complexity are proposed by resorting to the iterative block coordinate update approach along with matrix transformation and convex conic optimization techniques. We then consider the problem of minimizing the maximum per-relay power subject to the quality-of-service (QoS) constraints for each stream and the source power constraints (QoS problem). Specifically, an efficient initial feasibility search algorithm is proposed based on the relationship between the feasibility check and the min-max problems. Our simulation results show that the proposed joint transceiver design is capable of achieving improved robustness against different types of CSI errors when compared with nonrobust approaches.

[1]  Jos F. Sturm,et al.  A Matlab toolbox for optimization over symmetric cones , 1999 .

[2]  Chengwen Xing,et al.  This article has been accepted for publication in a future issue of this journal, but has not been fully edited. Content may change prior to final publication. Robust Joint Design of Linear Relay Precoder and Destination Equalizer for Dual-Hop Amplify-and , 2009 .

[3]  John M. Cioffi,et al.  Joint Tx-Rx beamforming design for multicarrier MIMO channels: a unified framework for convex optimization , 2003, IEEE Trans. Signal Process..

[4]  Daniel Pérez Palomar,et al.  A robust maximin approach for MIMO communications with imperfect channel state information based on convex optimization , 2006, IEEE Transactions on Signal Processing.

[5]  David James Love,et al.  Multiple antenna MMSE based downlink precoding with quantized feedback or channel mismatch , 2008, IEEE Transactions on Communications.

[6]  Stefan Berger,et al.  Recent advances in amplify-and-forward two-hop relaying , 2009, IEEE Communications Magazine.

[7]  P. Ubaidulla,et al.  Relay Precoder Optimization in MIMO-Relay Networks With Imperfect CSI , 2011, IEEE Transactions on Signal Processing.

[8]  Athina P. Petropulu,et al.  On the Sumrate of Amplify-and-Forward Relay Networks with Multiple Source-Destination Pairs , 2011, IEEE Transactions on Wireless Communications.

[9]  He Chen,et al.  Robust Peer-to-Peer Collaborative-Relay Beamforming with Ellipsoidal CSI Uncertainties , 2012, IEEE Communications Letters.

[10]  Gregory W. Wornell,et al.  Cooperative diversity in wireless networks: Efficient protocols and outage behavior , 2004, IEEE Transactions on Information Theory.

[11]  Amr El-Keyi,et al.  QOS-Constrained Multiuser Peer-to-Peer Amplify-and-Forward Relay Beamforming , 2012, IEEE Transactions on Signal Processing.

[12]  Pei Liu,et al.  Cooperative Relaying in Next-Generation Mobile WiMAX Networks , 2013, IEEE Transactions on Vehicular Technology.

[13]  Yonina C. Eldar,et al.  Robust mean-squared error estimation in the presence of model uncertainties , 2005, IEEE Transactions on Signal Processing.

[14]  Lisa Turner,et al.  Applications of Second Order Cone Programming , 2012 .

[15]  Philippe J. Sartori,et al.  Cooperative Algorithms for MIMO Amplify-and-Forward Relay Networks , 2011, IEEE Transactions on Signal Processing.

[16]  Ami Wiesel,et al.  Linear precoding via conic optimization for fixed MIMO receivers , 2006, IEEE Transactions on Signal Processing.

[17]  Leila Musavian,et al.  Effect of Channel Uncertainty on the Mutual Information of MIMO Fading Channels , 2007, IEEE Transactions on Vehicular Technology.

[18]  Stephen P. Boyd,et al.  Convex Optimization , 2004, Algorithms and Theory of Computation Handbook.

[19]  Benoît Champagne,et al.  Adaptive linearly constrained minimum variance beamforming for multiuser cooperative relaying using the kalman filter , 2010, IEEE Transactions on Wireless Communications.

[20]  Yue Rong,et al.  A Unified Framework for Optimizing Linear Nonregenerative Multicarrier MIMO Relay Communication Systems , 2009, IEEE Transactions on Signal Processing.

[21]  Muhammad R. A. Khandaker,et al.  Interference MIMO Relay Channel: Joint Power Control and Transceiver-Relay Beamforming , 2012, IEEE Transactions on Signal Processing.

[22]  Luc Vandendorpe,et al.  MIMO Relay Design for Multipoint-to-Multipoint Communications With Imperfect Channel State Information , 2009, IEEE Transactions on Signal Processing.

[23]  Zhi-Quan Luo,et al.  Semidefinite Relaxation of Quadratic Optimization Problems , 2010, IEEE Signal Processing Magazine.

[24]  Joseph M. Kahn,et al.  Fading correlation and its effect on the capacity of multielement antenna systems , 2000, IEEE Trans. Commun..

[25]  Kien T. Truong,et al.  Relay Architectures for 3GPP LTE-Advanced , 2009, EURASIP J. Wirel. Commun. Netw..

[26]  Luc Vandendorpe,et al.  Optimization of MIMO Relays for Multipoint-to-Multipoint Communications: Nonrobust and Robust Designs , 2010, IEEE Transactions on Signal Processing.

[27]  Björn E. Ottersten,et al.  Statistically Robust Design of Linear MIMO Transceivers , 2008, IEEE Transactions on Signal Processing.

[28]  Shuangzhe Liu,et al.  Matrix results on the Khatri-Rao and Tracy-Singh products , 1999 .

[29]  Ekram Hossain,et al.  Evolution toward 5G multi-tier cellular wireless networks: An interference management perspective , 2014, IEEE Wireless Communications.

[30]  Lie-Liang Yang,et al.  SVD-Assisted Multiuser Transmitter and Multiuser Detector Design for MIMO Systems , 2009, IEEE Transactions on Vehicular Technology.

[31]  Jianzhong Zhang,et al.  MIMO Technologies in 3GPP LTE and LTE-Advanced , 2009, EURASIP J. Wirel. Commun. Netw..

[32]  Luca Sanguinetti,et al.  On the Design of Amplify-and-Forward MIMO-OFDM Relay Systems With QoS Requirements Specified as Schur-Convex Functions of the MSEs , 2013, IEEE Transactions on Vehicular Technology.

[33]  Wotao Yin,et al.  A Block Coordinate Descent Method for Regularized Multiconvex Optimization with Applications to Nonnegative Tensor Factorization and Completion , 2013, SIAM J. Imaging Sci..