Title :
On the Quantization and Prediction for Precoded MIMO with Delayed Limited Feedback
Author :
Zhu, Dalin ; Lei, Ming
Author_Institution :
Dept. of Wireless Commun., NEC Labs. China (NLC), Beijing, China
Abstract :
In closed-loop precoded multiple-input multiple-output (MIMO) systems, the representative quantized channel state information (CSI) usually becomes outdated before its actual use at the transmitter due to the delayed feedback. In this paper, by exploiting the differential geometric properties of the Grassmannian manifold, we invoke the use of Grassmannian subspace predictive coding (GSPC) to compensate for this feedback delay. More specifically, a novel limited feedback strategy is presented which consists of a two-stage optimization process at the receiver. The first-stage optimization is accomplished by the quantization, which is custom designed as a function of the optimally predicted CSI under the framework of GSPC; after the first-stage codeword selection, the second-stage optimization is performed by optimizing the prediction on the Grassmannian manifold. We show by simulations that, the proposed encoding/decoding algorithm exhibits promised system performance over the existing prediction methods, for both spatial multiplexing and transmit beamforming MIMO, under the same amount of feedback bits.
Keywords :
MIMO communication; array signal processing; decoding; optimisation; precoding; quantisation (signal); space division multiplexing; GSPC; Grassmannian manifold; Grassmannian subspace predictive coding; closed-loop precoded multiple-input multiple-output systems; delayed limited feedback strategy; differential geometric properties; encoding-decoding algorithm; feedback delay; first-stage codeword selection; optimal CSI prediction; precoded MIMO prediction; precoded MIMO quantization; quantized CSI; quantized channel state information; spatial multiplexing; transmit beamforming; two-stage optimization process; Array signal processing; MIMO; Manifolds; Optimization; Prediction algorithms; Quantization; Transmitters;
Conference_Titel :
Vehicular Technology Conference (VTC Spring), 2012 IEEE 75th
Conference_Location :
Yokohama
Print_ISBN :
978-1-4673-0989-9
Electronic_ISBN :
1550-2252
DOI :
10.1109/VETECS.2012.6240213