Title :
Stochastic transceiver design in point-to-point MIMO channels with imperfect CSI
Author :
Gründinger, Andreas ; Joham, Michael ; Utschick, Wolfgang
Author_Institution :
Associate Inst. for Signal Process., Tech. Univ. Munchen, München, Germany
Abstract :
The problem of stochastically robust minimum mean square error (MMSE) transceiver design is addressed for multiple-input multiple-output (MIMO) point-to-point channels with different imperfect channel state information (CSI) at the receiver and the transmitter. While the receiver has distribution knowledge of the doubly correlated Gaussian channel that is conditioned on pilot-based training observations (partial CSIRx), the transmitter has either conditional distribution knowledge about the receiver´s observations based on feedback (partial CSITx), or only unconditioned distribution knowledge (statistical CSITx). In case of partial CSITx, the design is based on an alternating optimization of the transmit and receive filter. For statistical CSITx, a novel closed-form expression for the expected MMSE is calculated and the structure of the optimal precoder is determined. This enables us to employ an efficient gradient projection method for the robust precoder design.
Keywords :
Gaussian channels; MIMO communication; least mean squares methods; optimisation; precoding; radio transceivers; wireless channels; alternating optimization; doubly correlated Gaussian channel; feedback; gradient projection method; imperfect channel state information; minimum mean square error transceiver design; multiple-input multiple-output point-to-point channel; optimal precoder; pilot-based training observation; point-to-point MIMO channel; precoder design; receive filter; receiver; stochastic transceiver design; transmit filter; transmitter; Channel estimation; Covariance matrix; Eigenvalues and eigenfunctions; Optimization; Receivers; Training; Transmitters; MIMO point-to-point channel; MSE minimization; partial receiver CSI; statistical transmitter CSI;
Conference_Titel :
Smart Antennas (WSA), 2011 International ITG Workshop on
Conference_Location :
Aachen
Print_ISBN :
978-1-61284-075-8
Electronic_ISBN :
978-1-61284-073-4
DOI :
10.1109/WSA.2011.5741935