Title :
Frugal channel tracking for transmit beamforming
Author :
Mehanna, Omar ; Sidiropoulos, Nicholas D.
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Minnesota, Minneapolis, MN, USA
Abstract :
Channel state feedback is a serious burden for transmit beamforming systems with many antennas in FDD mode. Instead of estimating the channel at the receiver and feeding back quantized beamformer information, a different approach that exploits the spatio-temporal correlation of the channel is proposed. The transmitter periodically sends a beamformed pilot signal, while the receiver feeds back the quantized innovation derived from either a Kalman filtering or a MAP tracking loop. Simulations show that close to optimum performance can be attained with only 2 bits per channel dwell, clearing a hurdle for transmit beamforming with many antennas in FDD mode.
Keywords :
Kalman filters; MIMO communication; antenna radiation patterns; array signal processing; channel estimation; frequency division multiplexing; maximum likelihood estimation; radio receivers; radio transmitters; transmitting antennas; FDD mode; Frugal channel tracking; MAP tracking loop; MIMO transmit antenna; channel state feedback; frequency division duplex mode; maximum a posteriori estimation; quantized beamformer; receiver channel estimation; spatio-temporal correlation; transmit beamforming; transmitter Kalman filtering; Array signal processing; Channel estimation; Computational modeling; Correlation; Receivers; Signal to noise ratio; Transmitters;
Conference_Titel :
Signals, Systems and Computers, 2014 48th Asilomar Conference on
Print_ISBN :
978-1-4799-8295-0
DOI :
10.1109/ACSSC.2014.7094602