Title :
Joint Spatial Division and Multiplexing: Opportunistic Beamforming, User Grouping and Simplified Downlink Scheduling
Author :
Junyoung Nam ; Adhikary, Ansuman ; Jae-Young Ahn ; Caire, Giuseppe
Author_Institution :
Mobile Commun. Div., ETRI, Daejeon, South Korea
Abstract :
Joint Spatial Division and Multiplexing (JSDM) is a downlink multiuser MIMO scheme recently proposed by the authors in order to enable “massive MIMO” gains and simplified system operations for Frequency Division Duplexing (FDD) systems. The key idea lies in partitioning the users into groups with approximately similar channel covariance eigenvectors and serving these groups by using two-stage downlink precoding scheme obtained as the concatenation of a pre-beamforming matrix, that depends only on the channel second-order statistics, with a multiuser MIMO linear precoding matrix, which is a function of the effective channels including pre-beamforming. The role of pre-beamforming is to reduce the dimensionality of the effective channel by exploiting the near-orthogonality of the eigenspaces of the channel covariances of the different user groups. This paper is an extension of our initial work on JSDM, and addresses some important practical issues. First, we focus on the regime of finite number of antennas and large number of users and show that JSDM with simple opportunistic user selection is able to achieve the same scaling law of the system capacity with full channel state information. Next, we consider the large-system regime (both antennas and users growing large) and propose a simple scheme for user grouping in a realistic setting where users have different angles of arrival and angular spreads. Finally, we propose a low-overhead probabilistic scheduling algorithm that selects the users at random with probabilities derived from large-system random matrix analysis. Since only the pre-selected users are required to feedback their channel state information, the proposed scheme realizes important savings in the CSIT feedback.
Keywords :
MIMO communication; array signal processing; channel capacity; channel coding; covariance matrices; eigenvalues and eigenfunctions; frequency division multiplexing; multiuser channels; precoding; random processes; scheduling; space division multiplexing; CSIT feedback; FDD system; JSDM; channel covariance eigenvectors; channel second-order statistics; channel state information; dimensionality reduction; downlink multiuser MIMO scheme; downlink precoding scheme; eigenspaces; frequency division duplexing; joint spatial division and multiplexing; massive MIMO gain; multiuser MIMO linear precoding matrix; opportunistic beamforming; opportunistic user selection; pre-beamforming matrix; probabilistic scheduling algorithm; random matrix analysis; scaling law; simplified downlink scheduling; system capacity; user grouping; user partitioning; Antennas; Array signal processing; Covariance matrices; Downlink; Interference; Signal to noise ratio; Vectors; JSDM; opportunistic beamforming; probabilistic scheduling; user grouping;
Journal_Title :
Selected Topics in Signal Processing, IEEE Journal of
DOI :
10.1109/JSTSP.2014.2313808