DocumentCode :
8066
Title :
Joint Grassmann-Stiefel Quantization for MIMO Product Codebooks
Author :
Pitaval, Renaud-Alexandre ; Tirkkonen, Olav
Author_Institution :
Dept. of Commun. & Networking, Aalto Univ., Aalto, Finland
Volume :
13
Issue :
1
fYear :
2014
fDate :
Jan-14
Firstpage :
210
Lastpage :
222
Abstract :
We consider product codebook strategy where a single small codebook is implemented at the receiver to quantize larger multi-input multi-output (MIMO) channels, e.g. aggregate channels of cooperative MIMO base stations. The present work focuses on the codebook design, codebook construction, and codeword selection under this scenario, for single- or multistream MIMO transmission. Designing point-to-point unitary precoding codebook is related to a discretization problem on the Grassmann manifold, where a Grassmannian codeword is an equivalence class of rectangular-unitary/Stiefel matrices. For practical needs, one has to choose the rectangular unitary matrix to represent each Grassmann codeword. In this paper, we choose appropriate representatives so that product codebook quantization becomes competitive with global Grassmannian quantization. For this, we propose a novel joint Grassmann-Stiefel codebook design aiming at good quantization/discretization of Grassmann and Stiefel manifolds with a single codebook. To find low-distortion codebooks, we present a vector quantizer generating a Stiefel codebook conditioned on a fixed Grassmann codebook. For this purpose, we provide an exact solution for computing centroids in the Stiefel manifold with chordal distance. Furthermore, concrete examples of analytical joint Grassmann-Stiefel packings are given. Finally, we discuss low-complexity codeword selection methods.
Keywords :
MIMO communication; cooperative communication; matrix algebra; precoding; product codes; radio receivers; vector quantisation; wireless channels; Grassmann manifold problem; Grassmannian codeword; MIMO channel; MIMO product codebook quantization strategy; MIMO transmission; analytical joint Grassmann-Stiefel packing; cooperative MIMO base station; discretization problem; joint Grassmann-Stiefel codebook design; joint Grassmann-Stiefel quantization; low-complexity codeword selection method; multiinput multioutput channel; multistream MIMO transmission; point-to-point unitary precoding codebook; radio receiver; rectangular unitary matrix; rectangular-unitary-Stiefel matrices; single-stream MIMO transmission; vector quantization; Joints; MIMO; Manifolds; Matrix decomposition; Quantization (signal); Receivers; Transmitting antennas; Grassmann manifold; MIMO; Stiefel manifold; base station cooperation; quantization;
fLanguage :
English
Journal_Title :
Wireless Communications, IEEE Transactions on
Publisher :
ieee
ISSN :
1536-1276
Type :
jour
DOI :
10.1109/TWC.2013.111313.130208
Filename :
6678348
Link To Document :
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