Joint Unitary Triangularization for MIMO Networks

被引:20
作者
Khina, Anatoly [1 ]
Kochman, Yuval [2 ]
Errez, Uri [1 ]
机构
[1] Tel Aviv Univ, Dept Elect Engn Syst, IL-69978 Tel Aviv, Israel
[2] MIT, Signals Informat & Algorithms Lab, Cambridge, MA 02139 USA
基金
美国国家科学基金会;
关键词
Broadcast channel; GDFE; generalized triangular decomposition (GTD); geometric mean decomposition; GSVD; joint source-channel coding; MIMO; multicasting; multiplicative majorization; CAPACITY; DECOMPOSITION; SYSTEMS; DESIGN; CODES;
D O I
10.1109/TSP.2011.2171684
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper considers communication networks where individual links can be described as those based on multiple-input multiple-output channels. Unlike orthogonal modulation methods (such as the singular-value decomposition), we allow interference between subchannels, which can be removed by the receivers via successive cancellation. The degrees of freedom earned by this relaxation are used for obtaining a basis, and corresponding decomposition, which are simultaneously good for more than one link. Specifically, we derive necessary and sufficient conditions for shaping the ratio vector of subchannel gains of two broadcast-channel receivers. We then apply this decomposition to two scenarios: First, in digital multicasting we present a practical capacity-achieving scheme which uses only scalar codes and linear processing. Then, we consider the joint source-channel problem of transmitting a Gaussian source over a two-user multiple-input multiple-output channel, where we show the existence of non-trivial cases, where the optimal distortion pair (which for high signal-to-noise ratios (SNRs) equals the optimal point-to-point distortions of the individual users) may be achieved by employing a hybrid digital-analog scheme over the induced equivalent channel. These scenarios demonstrate the advantage of choosing a modulation basis based upon multiple links in the network. Thus, we coin the approach "network modulation."
引用
收藏
页码:326 / 336
页数:11
相关论文
共 30 条
[1]   THE CAPACITY OF A CLASS OF CHANNELS [J].
BLACKWELL, D ;
BREIMAN, L ;
THOMASIAN, AJ .
ANNALS OF MATHEMATICAL STATISTICS, 1959, 30 (04) :1229-1241
[2]   Analog error-correcting codes based on chaotic dynamical systems [J].
Chen, B ;
Wornell, GW .
IEEE TRANSACTIONS ON COMMUNICATIONS, 1998, 46 (07) :881-890
[3]  
Cioffi J.M., 1997, COMMUNICATION COMPUT, P79
[5]   An efficient design method for vector broadcast systems with common information [J].
Gohary, RH ;
Davidson, TN ;
Luo, ZQ .
GLOBECOM'03: IEEE GLOBAL TELECOMMUNICATIONS CONFERENCE, VOLS 1-7, 2003, :2010-2014
[6]  
Golub G. H., 1996, MATRIX COMPUTATIONS
[7]  
Hassibi B, 2000, INT CONF ACOUST SPEE, P737
[9]   Uniform channel decomposition for MIMO communications [J].
Jiang, Y ;
Li, J ;
Hager, WW .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2005, 53 (11) :4283-4294
[10]   The geometric mean decomposition [J].
Jiang, Y ;
Hager, WW ;
Li, H .
LINEAR ALGEBRA AND ITS APPLICATIONS, 2005, 396 :373-384