Skip to main navigation Skip to search Skip to main content

A Message Passing Based Receiver for Extra-Large Scale MIMO

  • Abolfazl Amiri
  • , Carles Navarro Manchon
  • , Elisabeth De Carvalho

Research output: Contribution to book/anthology/report/conference proceeding › Article in proceeding › Research › peer-review

Abstract

We consider a massive MIMO system where the array at the access point reaches a dimension that is much larger than the array in current systems. Transitioning to an extremely large dimension and hence large number of antennas implies a need to scale up the multi-antenna processing while maintaining a reasonable computational complexity. In this paper, we study the receiver of such an extra-large scale MIMO (XL-MIMO) system. We propose to base the reception on Variational Message Passing (VMP). The motivation is that the complexity of VMP scales (almost) linearly with the number of antennas and number of users, hence enabling low-complexity reception in crowd scenarios. Furthermore, VMP adapts to the non-stationarities of the MIMO channel that appear due to the large dimension of the array. Through numerical results, we show significant performance improvement and computational complexity reduction compared to a zero-forcing receiver.

Original languageEnglish
Title of host publication2019 IEEE 8th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP)
Number of pages5
PublisherIEEE (Institute of Electrical and Electronics Engineers)
Publication dateDec 2019
Pages564-568
Article number9022503
ISBN (Print)978-1-7281-5550-0
ISBN (Electronic)978-1-7281-5549-4
DOIs
Publication statusPublished - Dec 2019
Event 2019 IEEE 8th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP) - Le gosier, Guadeloupe
Duration: 15 Dec 2019 → 18 Dec 2019

Conference

Conference 2019 IEEE 8th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP)
Country/TerritoryGuadeloupe
CityLe gosier
Period15/12/2019 → 18/12/2019
SeriesIEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing. CAMSAP. Proceeding.

Keywords

  • Crowd scenarios
  • Extra-large scale MIMO
  • Massive MIMO
  • Message passing

Fingerprint

Dive into the research topics of 'A Message Passing Based Receiver for Extra-Large Scale MIMO'. Together they form a unique fingerprint.

Cite this