Fundamental limits of many-user MAC with finite payloads and fading
Author(s)
Kowshik, Suhas S; Polyanskiy, Yury
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Consider a (multiple-access) wireless communication system where users are
connected to a unique base station over a shared-spectrum radio links. Each
user has a fixed number $k$ of bits to send to the base station, and his signal
gets attenuated by a random channel gain (quasi-static fading). In this paper
we consider the many-user asymptotics of Chen-Chen-Guo'2017, where the number
of users grows linearly with the blocklength. Differently, though, we adopt a
per-user probability of error (PUPE) criterion (as opposed to classical
joint-error probability criterion). Under PUPE the finite energy-per-bit
communication is possible, and we are able to derive bounds on the tradeoff
between energy and spectral efficiencies. We reconfirm the curious behaviour
(previously observed for non-fading MAC) of the possibility of almost perfect
multi-user interference (MUI) cancellation for user densities below a critical
threshold. Further, we demonstrate the suboptimality of standard solutions such
as orthogonalization (i.e., TDMA/FDMA) and treating interference as noise (i.e.
pseudo-random CDMA without multi-user detection). Notably, the problem treated
here can be seen as a variant of support recovery in compressed sensing for the
unusual definition of sparsity with one non-zero entry per each contiguous
section of $2^k$ coordinates. This identifies our problem with that of the
sparse regression codes (SPARCs) and hence our results can be equivalently
understood in the context of SPARCs with sections of length $2^{100}$. Finally,
we discuss the relation of the almost perfect MUI cancellation property and the
replica-method predictions.
Date issued
2021Department
Massachusetts Institute of Technology. Department of Electrical Engineering and Computer ScienceJournal
IEEE Transactions on Information Theory
Publisher
Institute of Electrical and Electronics Engineers (IEEE)
Citation
Kowshik, Suhas S and Polyanskiy, Yury. 2021. "Fundamental limits of many-user MAC with finite payloads and fading." IEEE Transactions on Information Theory, 67 (9).
Version: Author's final manuscript