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Massive MIMO for Maximal Spectral Efficiency: How Many Users and Pilots Should Be Allocated?
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.
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Citations
Cites
Energy and spectral efficiency of very large multiuser MIMO systems
Ngo, H. Q., Larsson, E. G., & Marzetta, T. L. (2013) · IEEE Transactions on Communications · doi:10.1109/tcomm.2013.020413.110848 · Cited by 3,173
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Cited by
Foundations of MIMO Communication
Heath Jr, R. W., & Lozano, A. (2018) · Cambridge University Press eBooks · doi:10.1017/9781139049276 · Cited by 426
Limited feedforward waveform design for OFDM dual-functional radar-communications
Keskin, M. F., Koivunen, V., & Wymeersch, H. (2021) · IEEE Transactions on Signal Processing · doi:10.1109/tsp.2021.3076894 · Cited by 188
Metadata
- Authors
- Bjornson, E., Larsson, E. G., & Debbah, M.
- Venue
- IEEE Transactions on Wireless Communications
- Published
- 2016-02
- Volume
- 15
- Issue
- 2
- Pages
- 1293-1308
- ISSN
- 1536-1276 (ISSN-L)
- OpenAlex
- W2105392125
- Cited by
- 596
- References
- 1
- FWCI
- 42.50
- Type
- journal article
- Language
- en
- Open access
- closed
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- Bjornson, E., Larsson, E. G., & Debbah, M. (2016). Massive MIMO for Maximal Spectral Efficiency: How Many Users and Pilots Should Be Allocated? IEEE Transactions on Wireless Communications. https://doi.org/10.1109/twc.2015.2488634
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