Title :
A nonlinear iterative beamforming technique for wireless communications
Author :
Sellathurai, Mathini ; Haykin, Simon
Author_Institution :
McMaster Univ., Hamilton, Ont., Canada
Abstract :
In this paper, we propose an iterative beamformer for multi-transmit, multi-receive wireless communications. The paper introduces an optimal MAP receiver with implementation complexity exponential in terms of the number of transmitting antennas, and a suboptimal nonlinear parallel interference cancelation scheme that significantly reduces the degradation effect of interference with implementation complexity linear in the number of transmitting antennas. The proposed receiver has a two-stage learning strategy: a linear beamforming phase using a short training sequence for learning the linear decision regions, and a nonlinear iterative scheme that makes use of the implicit form of supervision provided by a forward error-correction code (FEC) for tracking the nonlinear optimal decision boundaries. Simulations are provided as experimental evidence for the performance of the new receiver.
Keywords :
antenna arrays; array signal processing; computational complexity; forward error correction; interference suppression; iterative methods; maximum likelihood detection; radio receivers; radiofrequency interference; transmitting antennas; degradation; forward error-correction code; implementation complexity; linear beamforming phase; linear decision regions; multi-transmit multi-receive wireless communications; nonlinear iterative beamforming technique; nonlinear iterative scheme; nonlinear optimal decision boundaries; optimal MAP receiver; suboptimal nonlinear parallel interference cancelation scheme; supervision; tracking; training sequence; transmitting antennas; two-stage learning strategy; Array signal processing; Computer aided instruction; Forward error correction; Interference cancellation; Receiving antennas; Signal detection; Support vector machine classification; Support vector machines; Transmitting antennas; Wireless communication;
Conference_Titel :
Signals, Systems, and Computers, 1999. Conference Record of the Thirty-Third Asilomar Conference on
Conference_Location :
Pacific Grove, CA, USA
Print_ISBN :
0-7803-5700-0
DOI :
10.1109/ACSSC.1999.831851