Finite-resolution digital beamforming for multi-user millimeter-wave networks
Finite-resolution digital beamforming for multi-user millimeter-wave networks
Recent studies have shown that low-resolution analog-to-digital-converters and digital-to-analog-converters (ADCs and DACs) can make fully-digital beamforming more power efficient than its analog or hybrid beamforming counterpart over wide-band millimeter-wave (mmWave) channels. Inspired by this, we propose a computationally efficient fully-digital beamformer relying on low-resolution ADCs/DACs for multi-user mmWave communication networks. Both a generalized (unstructured) beamformer (GB) and a structured zero-forcing beamformer (ZFB) are proposed. For maintaining fairness among all users in the network, specifically tailored objective functions are considered under sum-power constraints, namely that of maximizing the geometric mean (GM) of users' rate and their max-min rate. These computationally challenging beamforming design problems are tackled by developing computationally efficient steep ascent algorithms, which have the radical benefit of relying on a closed-form solution at each iteration. Moreover, to facilitate the employment of low-cost amplifiers at each antenna, the GB design problem subject to the equal-gain transmission constraint is considered, which assigns equal transmit power to each transmit antenna. The proposed algorithms promise a user-rate distribution having a reduced deviation among the user-rates, i.e., improved rate-fairness. Our extensive simulation results show an approximately upto 45% reduction for the GM-rate of a 2-bit ADC (4-bin quantization) compared to the $\infty$-resolution ADC.
Millimeter-wave communications, digital beamforming, low-resolution ADC
9647-9662
Nasir, Ali Arshad
d97ca733-e302-4089-83a2-3909ca148380
Tuan, Hoang D.
5bcfb405-e76a-4cb1-bc66-19eb4b9fe2a5
Dutkiewicz, Eryk
6f53b251-772f-4474-a9cc-c1f53b1370af
Hanzo, Lajos
66e7266f-3066-4fc0-8391-e000acce71a1
September 2022
Nasir, Ali Arshad
d97ca733-e302-4089-83a2-3909ca148380
Tuan, Hoang D.
5bcfb405-e76a-4cb1-bc66-19eb4b9fe2a5
Dutkiewicz, Eryk
6f53b251-772f-4474-a9cc-c1f53b1370af
Hanzo, Lajos
66e7266f-3066-4fc0-8391-e000acce71a1
Nasir, Ali Arshad, Tuan, Hoang D., Dutkiewicz, Eryk and Hanzo, Lajos
(2022)
Finite-resolution digital beamforming for multi-user millimeter-wave networks.
IEEE Transactions on Vehicular Technology, 71 (9), .
(doi:10.1109/TVT.2022.3180786).
Abstract
Recent studies have shown that low-resolution analog-to-digital-converters and digital-to-analog-converters (ADCs and DACs) can make fully-digital beamforming more power efficient than its analog or hybrid beamforming counterpart over wide-band millimeter-wave (mmWave) channels. Inspired by this, we propose a computationally efficient fully-digital beamformer relying on low-resolution ADCs/DACs for multi-user mmWave communication networks. Both a generalized (unstructured) beamformer (GB) and a structured zero-forcing beamformer (ZFB) are proposed. For maintaining fairness among all users in the network, specifically tailored objective functions are considered under sum-power constraints, namely that of maximizing the geometric mean (GM) of users' rate and their max-min rate. These computationally challenging beamforming design problems are tackled by developing computationally efficient steep ascent algorithms, which have the radical benefit of relying on a closed-form solution at each iteration. Moreover, to facilitate the employment of low-cost amplifiers at each antenna, the GB design problem subject to the equal-gain transmission constraint is considered, which assigns equal transmit power to each transmit antenna. The proposed algorithms promise a user-rate distribution having a reduced deviation among the user-rates, i.e., improved rate-fairness. Our extensive simulation results show an approximately upto 45% reduction for the GM-rate of a 2-bit ADC (4-bin quantization) compared to the $\infty$-resolution ADC.
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digital_mmwave_GM_final
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Accepted/In Press date: 31 May 2022
e-pub ahead of print date: 8 June 2022
Published date: September 2022
Keywords:
Millimeter-wave communications, digital beamforming, low-resolution ADC
Identifiers
Local EPrints ID: 468242
URI: http://eprints.soton.ac.uk/id/eprint/468242
ISSN: 0018-9545
PURE UUID: a08228ff-a53d-4864-8ddf-9e9f7527b270
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Date deposited: 08 Aug 2022 16:48
Last modified: 18 Mar 2024 02:36
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Contributors
Author:
Ali Arshad Nasir
Author:
Hoang D. Tuan
Author:
Eryk Dutkiewicz
Author:
Lajos Hanzo
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