Finite-Blocklength Results for the A-channel: Applications to Unsourced Random Access and Group Testing

10/04/2022
by   Alejandro Lancho, et al.
0

We present finite-blocklength achievability bounds for the unsourced A-channel. In this multiple-access channel, users noiselessly transmit codewords picked from a common codebook with entries generated from a q-ary alphabet. At each channel use, the receiver observes the set of different transmitted symbols but not their multiplicity. We show that the A-channel finds applications in unsourced random-access (URA) and group testing. Leveraging the insights provided by the finite-blocklength bounds and the connection between URA and non-adaptive group testing through the A-channel, we propose improved decoding methods for state-of-the-art A-channel codes and we showcase how A-channel codes provide a new class of structured group testing matrices. The developed bounds allow to evaluate the achievable error probabilities of group testing matrices based on random A-channel codes for arbitrary numbers of tests, items and defectives. We show that such a construction asymptotically achieves the optimal number of tests. In addition, every efficiently decodable A-channel code can be used to construct a group testing matrix with sub-linear recovery time.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
05/13/2020

Finite-Blocklength and Error-Exponent Analyses for LDPC Codes in Point-to-Point and Multiple Access Communication

This paper applies error-exponent and dispersion-style analyses to deriv...
research
05/09/2018

Optimal Achievable Rates for Computation With Random Homologous Codes

Building on the framework of nested coset codes by Padakandla and Pradha...
research
08/28/2018

Noisy Non-Adaptive Group Testing: A (Near-)Definite Defectives Approach

The group testing problem consists of determining a small set of defecti...
research
02/09/2022

Group testing via residuation and partial geometries

The motivation for this paper comes from the ongoing SARS-CoV-2 Pandemic...
research
05/09/2023

Constructions for Nonadaptive Tropical Group Testing

PCR testing is an invaluable diagnostic tool that has most recently seen...
research
08/30/2021

Fast Decoding of Union-free Codes

Union-free codes and disjunctive codes are two combinatorial structures,...
research
01/03/2022

Improved bounds for the many-user MAC

Many-user MAC is an important model for understanding energy efficiency ...

Please sign up or login with your details

Forgot password? Click here to reset