학술논문

Variable-Length Sparse Feedback Codes for Point-to-Point, Multiple Access, and Random Access Channels
Document Type
Periodical
Source
IEEE Transactions on Information Theory IEEE Trans. Inform. Theory Information Theory, IEEE Transactions on. 70(4):2367-2394 Apr, 2024
Subject
Communication, Networking and Broadcast Technologies
Signal Processing and Analysis
Codes
Decoding
Transmitters
Encoding
Receivers
Convergence
Error probability
Variable-length coding
multiple-access
random-access
feedback codes
sparse feedback
second-order analysis
channel dispersion
moderate deviations
sequential hypothesis testing
Language
ISSN
0018-9448
1557-9654
Abstract
This paper investigates variable-length stop-feedback codes for memoryless channels in point-to-point, multiple access, and random access communication scenarios. The proposed codes employ $L$ decoding times $n_{1}, n_{2}, {\dots }, n_{L}$ for the point-to-point and multiple access channels and $KL + 1$ decoding times for the random access channel with at most $K$ active transmitters. In the point-to-point and multiple access channels, the decoder uses the observed channel outputs to decide whether to decode at each of the allowed decoding times $n_{1}, {\dots }, n_{L}$ , at each time telling the encoder whether or not to stop transmitting using a single bit of feedback. In the random access scenario, the decoder estimates the number of active transmitters at time $n_{0}$ and then chooses among decoding times $n_{k, 1}, {\dots }, n_{k, L}$ if it believes that there are $k$ active transmitters. In all cases, the choice of allowed decoding times is part of the code design; given fixed value $L$ , allowed decoding times are chosen to minimize the expected decoding time for a given codebook size and target average error probability. The number $L$ in each scenario is assumed to be constant even when the blocklength is allowed to grow; the resulting code therefore requires only sparse feedback. The central results are asymptotic approximations of achievable rates as a function of the error probability, the expected decoding time, and the number of decoding times. A converse for variable-length stop-feedback codes with uniformly-spaced decoding times is included for the point-to-point channel.