Robust Group Testing-Based Multiple-Access Protocol for Massive MIMO

George Vershinin, Asaf Cohen, Omer Gurewitz

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

1 Scopus citations

Abstract

With the ever-increasing demand for more per-household devices and the addition of more antennas per device, the challenge of effective scheduling and resource sharing to access the wireless shared channel for uplink communication with the base station (BS) becomes daunting. To address this issue, we devise and study a robust multiple-access protocol for massive multiple-input-multiple-output (MIMO) systems, based on sparse coding techniques originated in group testing (GT), for systems with non-cooperative self-scheduling users with reduced complexity and no scheduling overhead. In this study, we analyze our scheme’s bit-error rate, decoding error probability, scaling laws, system sum-rate, and complexity. We show that our suggested scheme is order-optimal by comparing our sum-rate with the perfect channel state information (CSI) model and numerically evaluate how our system scales with an increasing number of active devices and signal-to-noise ratio (SNR).

Original languageEnglish
Title of host publicationCyber Security, Cryptology, and Machine Learning - 7th International Symposium, CSCML 2023, Proceedings
EditorsShlomi Dolev, Ehud Gudes, Pascal Paillier
PublisherSpringer Science and Business Media Deutschland GmbH
Pages200-215
Number of pages16
ISBN (Print)9783031346705
DOIs
StatePublished - 1 Jan 2023
Event7th International Symposium on Cyber Security, Cryptology, and Machine Learning, CSCML 2023 - Be'er Sheva, Israel
Duration: 29 Jun 202330 Jun 2023

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume13914 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference7th International Symposium on Cyber Security, Cryptology, and Machine Learning, CSCML 2023
Country/TerritoryIsrael
CityBe'er Sheva
Period29/06/2330/06/23

Keywords

  • Group Testing
  • Massive MIMO
  • Multiple-Access

ASJC Scopus subject areas

  • Theoretical Computer Science
  • General Computer Science

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