Browse > Article
http://dx.doi.org/10.3837/tiis.2014.08.002

Multiuser Heterogeneous-SNR MIMO Systems  

Jo, Han-Shin (Dept. of Electronics & Control Engineering, Hanbat National University)
Publication Information
KSII Transactions on Internet and Information Systems (TIIS) / v.8, no.8, 2014 , pp. 2607-2625 More about this Journal
Abstract
Previous studies on multiuser multiple-input multiple-output (MIMO) mostly assume a homogeneous signal-to-noise ratio (SNR), where each user has the same average SNR. However, real networks are more likely to feature heterogeneous SNRs (a random-valued average SNR). Motivated by this fact, we analyze a multiuser MIMO downlink with a zero-forcing (ZF) receiver in a heterogeneous SNR environment. A transmitter with Mantennas constructs M orthonormal beams and performs the SNR-based proportional fairness (S-PF) scheduling where data are transmitted to users each with the highest ratio of the SNR to the average SNR per beam. We develop a new analytical expression for the sum throughput of the multiuser MIMO system. Furthermore, simply modifying the expression provides the sum throughput for important special cases such as homogeneous SNR, max-rate scheduling, or high SNR. From the analysis, we obtain new insights (lemmas): i) S-PF scheduling maximizes the sum throughput in the homogeneous SNR and ii) under high SNR and a large number of users, S-PF scheduling yields the same multiuser diversity for both heterogeneous SNRs and homogeneous SNRs. Numerical simulation shows the interesting result that the sum throughput is not always proportional to M for a small number of users.
Keywords
multiuser MIMO; heterogeneous SNR; homogeneous SNR; proporitional fairness scheduling; max-rate scheduling; zero-forcing receiver;
Citations & Related Records
Times Cited By KSCI : 4  (Citation Analysis)
연도 인용수 순위
1 H. Joung, H.-S. Jo, C.Mun, and J.-G. Yook, "Space-Polarization Division Multiple Access System with Limited Feedback," KSII Transactions on Internet and Information Systems, vol. 8, no. 4, pp. 1292-1305, April, 2014.   DOI   ScienceOn
2 C. Zhong, T. Ratnarajah, Z. Zhang, K.-K Wong, M. Sellathurai, "Performance of Rayleigh-Product MIMO Channels with Linear Receivers," IEEE Transactions on Wireless Communications, vol.13, no.4, pp.2270,2281, April 2014.
3 X. Li, L. Li, and L. Xie "Achievable Sum Rate Analysis of ZF Receivers in 3D MIMO Systems," KSII Transactions on Internet and Information Systems, vol. 8, no. 4, pp.1368-1389, April, 2014.   DOI   ScienceOn
4 C.-J. Chen and L.-C. Wang "Performance analysis of scheduling in multiuserMIMO systems with zero-forcing receivers," IEEE Journal of Selected Areas in Communications, vol.25, no.7, pp.1435-1445, Sep. 2007.   DOI   ScienceOn
5 C.-J. Yeh, L.-C. Wang, J.-Y.Wu, "On the Performance of Receive ZF MIMO Broadcast Systems with Channel Estimation Errors," 2011 IEEE International Conference on Communications, pp.1-5, June 2011.
6 C. K. Sung, S. H. Moon, J. Choe, and I. Lee, "Performance analysis of multiuser MIMO Systems with zero forcing receivers," in Proc. of IEEE Vehicular Technology Conference 2007 spring, vol.25, no.7, pp2135-2139, Apr. 2007.
7 R. H Y Louie, M.R. McKay, I.B. Collings, "Maximum sum-rate of MIMO multiuser scheduling with linear receivers," IEEE Transactions on Communications, vol.57, no.11, pp.3500-3510, Nov. 2009.   DOI   ScienceOn
8 D. Lee, K. Kim, "Sum-rate capacity analysis of the MIMO broadcast scheduling system with zero-forcing receivers under channel estimation error," IEEE Communications Letters, vol.14, no.3, pp.223-225, March 2010.   DOI   ScienceOn
9 T. M. Kim, F. Sun, A.J. Paulraj, "Low-Complexity MMSE Precoding for Coordinated Multipoint With Per-Antenna Power Constraint," Signal Processing Letters, IEEE , vol.20, no.4, pp.395-398, April 2013.   DOI   ScienceOn
10 F. Sun, E. D. Carvalho, "A Leakage-Based MMSE Beamforming Design for a MIMO Interference Channel," Signal Processing Letters, IEEE , vol.19, no.6, pp.368-371, June 2012.   DOI   ScienceOn
11 F. Sun; E. D. Carvalho, "Weighted MMSE Beamforming Design for Weighted Sum-Rate Maximization in Coordinated Multi-Cell MIMO Systems," in Proc. of Vehicular Technology Conference (VTC Fall), 2012 IEEE , pp.1-5, 3-6 Sept. 2012.
12 D. A. Gore, R. W. Heath Jr., A. J. Paulraj, "Transmit selection in spatial multiplexing systems," IEEE Communications Letters, vol.6, no.11, pp.491-493, Nov. 2002.   DOI   ScienceOn
13 J.M. Holtzman, "Asymptotic analysis of proportional fair algorithm," in Proc. of 2001 IEEE International Symposium on Personal, Indoor and Mobile Radio Communications, pp.F-33-F-37, Sep/Oct 2001.
14 H. A. David, Order Statistics. Wiley, New York, 1980.
15 V. K. Rohatgi, An Introduction to Probability Theory and Mathematical Statistics, New York: Wiley, 1976.
16 Weisstein, Eric W., "Incomplete Gamma Function", MathWorld. (available at http://mathworld.wolfram.com/IncompleteGammaFunction.html).
17 I. S. Gradshteyn and I. M. Razhik, Table of Integrals, Series, and Products. Academic Press, 6th ed., 2000.
18 M. Airy, R. W. Heath Jr and S. Shakkottai, "Multiuser diversity for the multiple antenna broadcast channel with linear receivers: asymptotic analysis," in Proc. of IEEE Conference on Signals, Systems and Computers, pp. 886-890, Nov. 2004.
19 P. Viswanath and D. N. C. Tse, "Sum capacity of the vector gaussian broadcast channel and uplink-downlink duality," IEEE Trans. on Inf. Theory, vol.49, no.8, pp.1912-1921, Aug. 2003.   DOI   ScienceOn
20 S. Vishwanath, N. Jindal, and A. Goldsmith, "Duality, achievable rates and sum rate capacity of gaussian MIMO broadcast channel," IEEE Trans. on Inf. Theory, vol.49, no.10, pp.2658-2668, Oct. 2003.   DOI   ScienceOn
21 M. Sharif, and B. Hassibi, "On the capacity of MIMO broadcast channel with partial side information," IEEE Trans. on Inf. Theory, vol.51, no.2, pp.506-522, Feb. 2005.   DOI   ScienceOn
22 H.-S. Jo, "Codebook-based precoding for SDMA-OFDMA with spectrum sharing," ETRI Journal, vol. 33, no. 6, pp. 831-840, Nov. 2011.   DOI
23 H.-S. Jo, "Spectrum Sharing SDMA with Limited Feedback: Throughput Analysis," KSII Trans. on Internet and Information Systems, vol. 6, no. 12, pp. 3237-3256, Dec. 2012.
24 C. Mun and H.-S. Jo, "Throughput Analysis of Transmit-Nulling SDMA with Limited Feedback," EURASIP Journal on Wireless Communications and Networking 2013:270, Nov. 2013.   DOI   ScienceOn