4.5 Article

Random Access Channel Coding in the Finite Blocklength Regime

期刊

IEEE TRANSACTIONS ON INFORMATION THEORY
卷 67, 期 4, 页码 2115-2140

出版社

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TIT.2020.3047630

关键词

Channel coding; random access channel; finite blocklength regime; achievability; second-order asymptotics; rateless codes

资金

  1. National Science Foundation (NSF) [CCF-1817241]

向作者/读者索取更多资源

In the random access communication scenario, a Random Access Channel (RAC) is introduced where neither the transmitters nor the receiver knows which transmitters are active. Feedback of a finite number of bits is used to synchronize the transmitters, and the decoder determines the number of active transmitters and their messages without knowing which transmitter sent which message. The decoding procedure achieves a rate that varies with the number of active transmitters, and a single threshold rule is used to achieve performance that is first-order optimal for each coding epoch.
Consider a random access communication scenario over a channel whose operation is defined for any number of possible transmitters. As in the model recently introduced by Polyanskiy for the Multiple Access Channel (MAC) with a fixed, known number of transmitters, the channel is assumed to be invariant to permutations on its inputs, and all active transmitters employ identical encoders. Unlike the Polyanskiy model, in the proposed scenario, neither the transmitters nor the receiver knows which transmitters are active. We refer to this agnostic communication setup as the Random Access Channel (RAC). Scheduled feedback of a finite number of bits is used to synchronize the transmitters. The decoder is tasked with determining from the channel output the number of active transmitters, k, and their messages but not which transmitter sent which message. The decoding procedure occurs at a time nt depending on the decoder's estimate, t, of the number of active transmitters, k, thereby achieving a rate that varies with the number of active transmitters. Single-bit feedback at each time ni, i <= t, enables all transmitters to determine the end of one coding epoch and the start of the next. The central result of this work demonstrates the achievability on a RAC of performance that is first-order optimal for the MAC in operation during each coding epoch. While prior multiple access schemes for a fixed number of transmitters require 2(k) - 1 simultaneous threshold rules, the proposed scheme uses a single threshold rule and achieves the same dispersion.

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