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Massive MIMO for Maximal Spectral Efficiency: How Many Users and Pilots Should Be Allocated?

IEEE Transactions on Wireless Communications · 2015 · Vol. 15(2) · pp. 1293–1308
Emil BjörnsonErik G. LarssonMérouane Debbah

Abstract

Massive MIMO is a promising technique for increasing the spectral efficiency (SE) of cellular networks, by deploying antenna arrays with hundreds or thousands of active elements at the base stations and performing coherent transceiver processing. A common rule-of-thumb is that these systems should have an order of magnitude more antennas M than scheduled users K because the users' channels are likely to be near-orthogonal when M/K 10. However, it has not been proved that this rule-of-thumb actually maximizes the SE. In this paper, we analyze how the optimal number of scheduled users K* depends on M and other system parameters. To this end, new SE expressions are derived to enable efficient system-level analysis with power control, arbitrary pilot reuse, and random user locations. The value of K* in the large-M regime is derived in closed form, while simulations are used to show what happens at finite M, in different interference scenarios, with different pilot reuse factors, and for different processing schemes. Up to half the coherence block should be dedicated to pilots and the optimal M/K is less than 10 in many cases of practical relevance. Interestingly, K* depends strongly on the processing scheme and hence it is unfair to compare different schemes using the same K.

Advanced MIMO Systems OptimizationCooperative Communication and Network CodingAdvanced Wireless Network OptimizationRule of thumbSpectral efficiencyComputer scienceCoherence (philosophical gambling strategy)MIMOBase stationReuseInterference (communication)Antenna (radio)Block (permutation group theory)
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References
Energy and Spectral Efficiency of Very Large Multiuser MIMO Systems
IEEE Transactions on Communications · 2013 · 3,243 citations
Massive MIMO in the UL/DL of Cellular Networks: How Many Antennas Do We Need?
IEEE Journal on Selected Areas in Communications · 2013 · 2,437 citations
Five disruptive technology directions for 5G
IEEE Communications Magazine · 2014 · 3,816 citations
How much training is needed in multiple-antenna wireless links?
IEEE Transactions on Information Theory · 2003 · 2,342 citations
Pilot Contamination and Precoding in Multi-Cell TDD Systems
IEEE Transactions on Wireless Communications · 2011 · 1,372 citations
Massive MIMO for next generation wireless systems
IEEE Communications Magazine · 2014 · 6,807 citations
A Coordinated Approach to Channel Estimation in Large-Scale Multiple-Antenna Systems
IEEE Journal on Selected Areas in Communications · 2013 · 1,225 citations
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