Multi-Cell Random Beamforming: Achievable Rate and Degrees of Freedom Region
Random beamforming (RBF) is a practically favorable transmission scheme for multiuser multiantenna downlink systems since it requires only partial channel state information (CSI) at the transmitter. Under the conventional single-cell setup, RBF is known to achieve the optimal sum-capacity scaling la...
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Published in | IEEE transactions on signal processing Vol. 61; no. 14; pp. 3532 - 3544 |
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Main Authors | , , |
Format | Journal Article |
Language | English |
Published |
New York, NY
IEEE
01.07.2013
Institute of Electrical and Electronics Engineers The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subjects | |
Online Access | Get full text |
ISSN | 1053-587X 1941-0476 |
DOI | 10.1109/TSP.2013.2261990 |
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Abstract | Random beamforming (RBF) is a practically favorable transmission scheme for multiuser multiantenna downlink systems since it requires only partial channel state information (CSI) at the transmitter. Under the conventional single-cell setup, RBF is known to achieve the optimal sum-capacity scaling law as the number of users goes to infinity, thanks to the multiuser diversity enabled transmission scheduling that virtually eliminates the intra-cell interference. In this paper, we extend the study of RBF to a more practical multi-cell downlink system with single-antenna receivers subject to the additional inter-cell interference (ICI). First, we consider the case of finite signal-to-noise ratio (SNR) at each receiver. We derive a closed-form expression of the achievable sum-rate with the multi-cell RBF, based upon which we show an asymptotic sum-rate scaling law as the number of users goes to infinity. Next, we consider the high-SNR regime and for tractable analysis assume that the number of users in each cell scales in a certain order with the per-cell SNR. Under this setup, we characterize the achievable degrees of freedom (DoF) (which is defined as the sum-rate normalized by the logarithm of the SNR as SNR goes to infinity) for the single-cell case with RBF. Then, we extend the analysis to the multi-cell RBF case by characterizing the DoF region, which consists of all the achievable DoF tuples for all the cells subject to their mutual ICI. It is shown that the DoF region characterization provides a useful guideline on how to design a cooperative multi-cell RBF system to achieve optimal throughput tradeoffs among different cells. Furthermore, our results reveal that the multi-cell RBF scheme achieves the "interference-free" DoF region upper bound for the multi-cell system, provided that the per-cell number of users has a sufficiently large scaling order with the SNR. Our result thus confirms the optimality of multi-cell RBF in this regime even without the complete CSI at the transmitter, as compared to other full-CSI requiring transmission schemes such as interference alignment. |
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AbstractList | Random beamforming (RBF) is a practically favorable transmission scheme for multiuser multiantenna downlink systems since it requires only partial channel state information (CSI) at the transmitter. Under the conventional single-cell setup, RBF is known to achieve the optimal sum-capacity scaling law as the number of users goes to infinity, thanks to the multiuser diversity enabled transmission scheduling that virtually eliminates the intra-cell interference. In this paper, we extend the study of RBF to a more practical multi-cell downlink system with single-antenna receivers subject to the additional inter-cell interference (ICI). First, we consider the case of finite signal-to-noise ratio (SNR) at each receiver. We derive a closed-form expression of the achievable sum-rate with the multi-cell RBF, based upon which we show an asymptotic sum-rate scaling law as the number of users goes to infinity. Next, we consider the high-SNR regime and for tractable analysis assume that the number of users in each cell scales in a certain order with the per-cell SNR. Under this setup, we characterize the achievable degrees of freedom (DoF) (which is defined as the sum-rate normalized by the logarithm of the SNR as SNR goes to infinity) for the single-cell case with RBF. Then, we extend the analysis to the multi-cell RBF case by characterizing the DoF region, which consists of all the achievable DoF tuples for all the cells subject to their mutual ICI. It is shown that the DoF region characterization provides a useful guideline on how to design a cooperative multi-cell RBF system to achieve optimal throughput tradeoffs among different cells. Furthermore, our results reveal that the multi-cell RBF scheme achieves the "interference-free" DoF region upper bound for the multi-cell system, provided that the per-cell number of users has a sufficiently large scaling order with the SNR. Our result thus confirms the optimality of multi-cell RBF in this regime even without the complete CSI at the transmitter, as compared to other full-CSI requiring transmission schemes such as interference alignment. |
Author | Hui, Hon Tat Nguyen, Hieu Duy Zhang, Rui |
Author_xml | – sequence: 1 givenname: Hieu Duy surname: Nguyen fullname: Nguyen, Hieu Duy email: hieudn@nus.edu.sg organization: Department of Electrical and Computer Engineering, National University of Singapore – sequence: 2 givenname: Rui surname: Zhang fullname: Zhang, Rui email: elezhang@nus.edu.sg organization: Department of Electrical and Computer Engineering, National University of Singapore – sequence: 3 givenname: Hon Tat surname: Hui fullname: Hui, Hon Tat email: elehht@nus.edu.sg organization: Department of Electrical and Computer Engineering, National University of Singapore |
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Keywords | Parameter estimation Noise reduction Wireless telecommunication Information rate Transmitter Downlink Cell network Beam forming Cellular network degrees of freedom (DoF) Channel estimation Receiving antenna Intercell interference Mobile radiocommunication random beamforming Multiple access Logarithmic function multiuser diversity Intercarrier interference DoF region Scheduling Information transmission Diversity transmission Radial basis function Interference suppression Scaling law Upper bound Telecommunication network Signal processing Signal to noise ratio |
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SubjectTerms | Applied sciences Array signal processing Asymptotic properties Cellular network Closed-form solutions Degrees of freedom degrees of freedom (DoF) Detection, estimation, filtering, equalization, prediction DoF region Downlink Exact sciences and technology Infinity Information, signal and communications theory Interference Law Mathematical analysis MIMO multiuser diversity Optimization random beamforming Signal and communications theory Signal to noise ratio Signal, noise Studies Telecommunications and information theory Throughput Transmitters Transmitting antennas Upper bound Vectors |
Title | Multi-Cell Random Beamforming: Achievable Rate and Degrees of Freedom Region |
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