Worst-case performance optimization for robust power control in downlink beamforming

Abstract In this paper, 1 we examine the problem of robust power control in a downlink beamforming environment under uncertain channel state information (CSI). We suggest that the method of power control using the lower bounds of signal-to-interference-and-noise ratio (SINR) is too pessimistic and will require significantly higher power in transmission than is necessary in practice. Here, a new robust downlink power control solution based on worst-case performance optimization is developed. Our approach employs the explicit modeling of uncertainties in the downlink channel correlation (DCC) matrices and optimizes the amount of transmission power while guaranteeing the worst-case performance to satisfy the quality of service (QoS) constraints for all users. This optimization problem is non-convex and intractable. In order to arrive at an optimal solution to the problem, we propose an iterative algorithm to find the optimum power allocation and worst-case uncertainty matrices. The iterative algorithm is based on the efficient solving of the worst-case uncertainty matrices once the transmission power is given. This can be done by finding the solutions for two cases: (a) when the uncertainty on the DCC matrices is small, for which a closed-form optimum solution can be obtained and (b) when the uncertainty is substantial, for which the intractable problem is transformed into a convex optimization problem readily solvable by an interior point method. Simulation results show that the proposed robust downlink power control using the approach of worst-case performance optimization converges in a few iterations and reduces the transmission power effectively under imperfect knowledge of the channel condition.

[1]  Shahrokh Valaee,et al.  A covariance fitting approach to parametric localization of multiple incoherently distributed sources , 2004, IEEE Transactions on Signal Processing.

[2]  Lloyd J. Griffiths,et al.  A projection approach for robust adaptive beamforming , 1994, IEEE Trans. Signal Process..

[3]  Randy L. Haupt,et al.  Introduction to Adaptive Arrays , 1980 .

[4]  Kaveh Pahlavan,et al.  Wireless data communications , 1994, Proc. IEEE.

[5]  L. C. Godara,et al.  Applications Of Antenna Arrays To Mobile Communications, Part I: Performance Improvement, Feasibility, And System Considerations , 1997, Proceedings of the IEEE.

[6]  Timothy N. Davidson,et al.  Nonlinear and Linear Broadcasting With QoS Requirements: Tractable Approaches for Bounded Channel Uncertainties , 2007, IEEE Transactions on Signal Processing.

[7]  K.J.R. Liu,et al.  Joint power control and beamforming for capacity improvement in wireless networks with antenna arrays , 1996, Proceedings of GLOBECOM'96. 1996 IEEE Global Telecommunications Conference.

[8]  Jian Li,et al.  On robust Capon beamforming and diagonal loading , 2003, IEEE Trans. Signal Process..

[9]  K. M. Wong,et al.  Estimation of the directions of arrival of spatially dispersed signals in array processing , 1996 .

[10]  Shahram Shahbazpanahi,et al.  Robust Downlink Power Control in Wireless Cellular Systems , 2004, EURASIP J. Wirel. Commun. Netw..

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

[12]  Preben E. Mogensen,et al.  A stochastic model of the temporal and azimuthal dispersion seen at the base station in outdoor propagation environments , 2000, IEEE Trans. Veh. Technol..

[13]  Holger Boche,et al.  Accepted for Publication in Ieee Transactions on Signal Processing 1 Robust Qos-constrained Optimization of Downlink Multiuser Miso Systems , 2022 .

[14]  Zhi-Quan Luo,et al.  Robust adaptive beamforming using worst-case performance optimization via Second-Order Cone programming , 2002, 2002 IEEE International Conference on Acoustics, Speech, and Signal Processing.

[15]  Jian-Kang Zhang,et al.  Robust downlink power control using worst-case performance optimization , 2008, 2008 IEEE International Symposium on Information Theory.

[16]  Richard D. Gitlin,et al.  The impact of antenna diversity on the capacity of wireless communication systems , 1994, IEEE Trans. Commun..

[17]  Stephen P. Boyd,et al.  Robust minimum variance beamforming , 2005, IEEE Transactions on Signal Processing.

[18]  Jian Li,et al.  Doubly constrained robust Capon beamformer , 2004, IEEE Transactions on Signal Processing.

[19]  Bjorn Ottersten,et al.  The spectrum efficiency of a base station antenna array system for spatially selective transmission , 1995 .

[20]  Yonina C. Eldar,et al.  Robust downlink beamforming using covariance channel state information , 2009, 2009 IEEE International Conference on Acoustics, Speech and Signal Processing.

[21]  Jens Zander,et al.  Performance of optimum transmitter power control in cellular radio systems , 1992 .

[22]  Seyong Kwon,et al.  Adaptive beamforming from the generalized eigenvalue problem with a linear complexity for a wideband CDMA channel , 1999, Gateway to 21st Century Communications Village. VTC 1999-Fall. IEEE VTS 50th Vehicular Technology Conference (Cat. No.99CH36324).

[23]  Arogyaswami Paulraj,et al.  Base station transmitting antenna arrays for multipath environments , 1996, Signal Process..

[24]  Zhi-Quan Luo,et al.  Robust adaptive beamforming using worst-case performance optimization: a solution to the signal mismatch problem , 2003, IEEE Trans. Signal Process..

[25]  Klaus I. Pedersen,et al.  Spatial channel characteristics in outdoor environments and their impact on BS antenna system performance , 1998, VTC '98. 48th IEEE Vehicular Technology Conference. Pathway to Global Wireless Revolution (Cat. No.98CH36151).

[26]  Holger Boche,et al.  A new approach to power adjustment for spatial covariance based downlink beamforming , 2001, 2001 IEEE International Conference on Acoustics, Speech, and Signal Processing. Proceedings (Cat. No.01CH37221).

[27]  Timothy N. Davidson,et al.  On the Design of Linear Transceivers for Multiuser Systems with Channel Uncertainty , 2008, IEEE Journal on Selected Areas in Communications.

[28]  Leandros Tassiulas,et al.  Transmit beamforming and power control for cellular wireless systems , 1998, IEEE J. Sel. Areas Commun..

[29]  Theodore S. Rappaport,et al.  Overview of spatial channel models for antenna array communication systems , 1998, IEEE Wirel. Commun..

[30]  Zhi-Quan Luo,et al.  Robust adaptive beamforming for general-rank signal models , 2003, IEEE Trans. Signal Process..

[31]  Shahram Shahbazpanahi,et al.  Robust Downlink Beamforming Based on Outage Probability Specifications , 2007, IEEE Transactions on Wireless Communications.

[32]  B. Carlson Covariance matrix estimation errors and diagonal loading in adaptive arrays , 1988 .

[33]  Mats Bengtsson Robust and constrained downlink beamforming , 2000, 2000 10th European Signal Processing Conference.

[34]  Jens Zander,et al.  Centralized power control in cellular radio systems , 1993 .