Random Access Channel Coding in the Finite Blocklength Regime

被引:16
|
作者
Yavas, Recep Can [1 ]
Kostina, Victoria [1 ]
Effros, Michelle [1 ]
机构
[1] CALTECH, Dept Elect Engn, Pasadena, CA 91125 USA
基金
美国国家科学基金会;
关键词
Channel coding; random access channel; finite blocklength regime; achievability; second-order asymptotics; rateless codes; MULTIPLE-ACCESS; CONSTANT; CAPACITY; FEEDBACK; CODES;
D O I
10.1109/TIT.2020.3047630
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
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.
引用
收藏
页码:2115 / 2140
页数:26
相关论文
共 50 条
  • [1] Random Access Channel Coding in the Finite Blocklength Regime
    Effros, Michelle
    Kostina, Victoria
    Yavas, Recep Can
    2018 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY (ISIT), 2018, : 1261 - 1265
  • [2] Channel Coding Rate in the Finite Blocklength Regime
    Polyanskiy, Yury
    Poor, H. Vincent
    Verdu, Sergio
    IEEE TRANSACTIONS ON INFORMATION THEORY, 2010, 56 (05) : 2307 - 2359
  • [3] Gaussian Multiple and Random Access in the Finite Blocklength Regime
    Yavas, Recep Can
    Kostina, Victoria
    Effros, Michelle
    2020 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY (ISIT), 2020, : 3013 - 3018
  • [4] Gaussian Multiple and Random Access in the Finite Blocklength Regime
    Yavas, Recep Can
    Kostina, Victoria
    Effros, Michelle
    2020 INFORMATION THEORY AND APPLICATIONS WORKSHOP (ITA), 2020,
  • [5] Lossy Joint Source-Channel Coding in the Finite Blocklength Regime
    Kostina, Victoria
    Verdu, Sergio
    IEEE TRANSACTIONS ON INFORMATION THEORY, 2013, 59 (05) : 2545 - 2575
  • [6] Lossy joint source-channel coding in the finite blocklength regime
    Kostina, Victoria
    Verdu, Sergio
    2012 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY PROCEEDINGS (ISIT), 2012,
  • [7] A Random Coding Approach to Gaussian Multiple Access Channels with Finite Blocklength
    MolavianJazi, Ebrahim
    Laneman, J. Nicholas
    2012 50TH ANNUAL ALLERTON CONFERENCE ON COMMUNICATION, CONTROL, AND COMPUTING (ALLERTON), 2012, : 286 - 293
  • [8] Finite Blocklength Coding for Multiple Access Channels
    Huang, Yen-Wei
    Moulin, Pierre
    2012 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY PROCEEDINGS (ISIT), 2012, : 831 - 835
  • [9] Joint Channel Coding of Consecutive Messages with Heterogeneous Decoding Deadlines in the Finite Blocklength Regime
    Nikbakht, Homa
    Egan, Malcolm
    Gorce, Jean-Marie
    2022 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC), 2022, : 2423 - 2428
  • [10] Interleaved Concatenated Coding for Secrecy in the Finite Blocklength Regime
    Vilela, Joao P.
    Gomes, Marco
    Harrison, Willie K.
    Sarmento, Dinis
    Dias, Fabio
    IEEE SIGNAL PROCESSING LETTERS, 2016, 23 (03) : 356 - 360