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Modular CSI Quantization for FDD Massive MIMO Communication

Year of publication

2023

Authors

Liao, Jialing; Vehkalahti, Roope; Pllaha, Tefjol; Han, Wei; Tirkkonen, Olav

Abstract

We consider high-dimensional MIMO transmissions in frequency division duplexing (FDD) systems. For precoding, the frequency selective channel has to be measured, quantized and fed back to the base station by the users. When the number of antennas is very high this typically leads to prohibitively high quantization complexity and large feedback. In 5G New Radio (NR), a modular quantization approach has been applied for this, where first a low-dimensional subspace is identified for the whole frequency selective channel, and then subband channels are linearly mapped to this subspace and quantized. We analyze how the components in such a modular scheme contribute to the overall quantization distortion. Based on this analysis we improve the technology components in the modular approach and propose an orthonormalized wideband precoding scheme and a sequential wideband precoding approach which provide considerable gains over the conventional method. We compare the performance of the developed quantization schemes to prior art by simulations in terms of the projection distortion, overall distortion and spectral efficiency, in a scenario with a realistic spatial channel model.
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Organizations and authors

Aalto University

Liao Jialing

Tirkkonen Olav Orcid -palvelun logo

Vehkalahti Roope

Pllaha Tefjol

University of Jyväskylä

Vehkalahti Roope

Publication type

Publication format

Article

Parent publication type

Journal

Article type

Original article

Audience

Scientific

Peer-reviewed

Peer-Reviewed

MINEDU's publication type classification code

A1 Journal article (refereed), original research

Publication channel information

Publisher

IEEE

Volume

22

Issue

12

Pages

8543-8558

​Publication forum

57587

​Publication forum level

3

Open access

Open access in the publisher’s service

No

Self-archived

Yes

Other information

Fields of science

Statistics and probability; Computer and information sciences; Electronic, automation and communications engineering, electronics

Keywords

[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Internationality of the publisher

International

Language

English

International co-publication

Yes

Co-publication with a company

Yes

DOI

10.1109/TWC.2023.3261754

The publication is included in the Ministry of Education and Culture’s Publication data collection

Yes