Digital Predistortion of Millimeter-Wave Hybrid Beamforming Transmitters Using Observation Receivers With Low-Bit Resolution Analog-to-Digital Converter

This paper proposes a new digital predistortion (DPD) scheme for linearizing millimeter-wave hybrid beamforming transmitters using observation receivers with low-bit resolution analog-to-digital converters (ADCs). To train the DPD function required to compensate for the distortions exhibited by a gi...

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Main Authors: Ahmed Ben Ayed, Eric Ng, Patrick Mitran, Slim Boumaiza
Format: Article
Language:English
Published: IEEE 2021-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9481779/
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spelling doaj-8a6b1af4da2545aba06529e5121db8fc2021-07-21T23:00:29ZengIEEEIEEE Access2169-35362021-01-01910062710063610.1109/ACCESS.2021.30969789481779Digital Predistortion of Millimeter-Wave Hybrid Beamforming Transmitters Using Observation Receivers With Low-Bit Resolution Analog-to-Digital ConverterAhmed Ben Ayed0https://orcid.org/0000-0002-4310-1368Eric Ng1https://orcid.org/0000-0001-9425-9969Patrick Mitran2https://orcid.org/0000-0001-6479-1700Slim Boumaiza3https://orcid.org/0000-0003-3806-4520Department of Electrical and Computer Engineering, University of Waterloo, Waterloo, ON, CanadaAnokiwave Inc., Billerica, MA, USADepartment of Electrical and Computer Engineering, University of Waterloo, Waterloo, ON, CanadaDepartment of Electrical and Computer Engineering, University of Waterloo, Waterloo, ON, CanadaThis paper proposes a new digital predistortion (DPD) scheme for linearizing millimeter-wave hybrid beamforming transmitters using observation receivers with low-bit resolution analog-to-digital converters (ADCs). To train the DPD function required to compensate for the distortions exhibited by a given sub-array (also called main sub-array), an error signal is produced by out-of-phase combining the main sub-array transmitted signal and the one generated by another sub-array (also called auxiliary sub-array) using anti-beamforming modules. The error signal is then frequency down-converted and digitized using a low-bit resolution ADC. Proof-of-concept validation experiments are conducted by applying the proposed DPD system to linearize an off-the-shelf hybrid-beamforming array comprised of four 64-element sub-arrays, operating at 28 GHz and driven with up to 800 MHz orthogonal frequency-division multiplexing modulated signals. Using the proposed DPD scheme, an observation receiver with a 4-bit ADC was sufficient to improve the adjacent channel power ratio by 10 dB and the error vector magnitude was reduced from 5.8% to 1.6%. These results are similar to those obtained using an observation receiver with 16-bit ADC.https://ieeexplore.ieee.org/document/9481779/Digital predistortionhybrid beamformingmassive MIMOmillimeter-wavesnonlinear power amplifiers
collection DOAJ
language English
format Article
sources DOAJ
author Ahmed Ben Ayed
Eric Ng
Patrick Mitran
Slim Boumaiza
spellingShingle Ahmed Ben Ayed
Eric Ng
Patrick Mitran
Slim Boumaiza
Digital Predistortion of Millimeter-Wave Hybrid Beamforming Transmitters Using Observation Receivers With Low-Bit Resolution Analog-to-Digital Converter
IEEE Access
Digital predistortion
hybrid beamforming
massive MIMO
millimeter-waves
nonlinear power amplifiers
author_facet Ahmed Ben Ayed
Eric Ng
Patrick Mitran
Slim Boumaiza
author_sort Ahmed Ben Ayed
title Digital Predistortion of Millimeter-Wave Hybrid Beamforming Transmitters Using Observation Receivers With Low-Bit Resolution Analog-to-Digital Converter
title_short Digital Predistortion of Millimeter-Wave Hybrid Beamforming Transmitters Using Observation Receivers With Low-Bit Resolution Analog-to-Digital Converter
title_full Digital Predistortion of Millimeter-Wave Hybrid Beamforming Transmitters Using Observation Receivers With Low-Bit Resolution Analog-to-Digital Converter
title_fullStr Digital Predistortion of Millimeter-Wave Hybrid Beamforming Transmitters Using Observation Receivers With Low-Bit Resolution Analog-to-Digital Converter
title_full_unstemmed Digital Predistortion of Millimeter-Wave Hybrid Beamforming Transmitters Using Observation Receivers With Low-Bit Resolution Analog-to-Digital Converter
title_sort digital predistortion of millimeter-wave hybrid beamforming transmitters using observation receivers with low-bit resolution analog-to-digital converter
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2021-01-01
description This paper proposes a new digital predistortion (DPD) scheme for linearizing millimeter-wave hybrid beamforming transmitters using observation receivers with low-bit resolution analog-to-digital converters (ADCs). To train the DPD function required to compensate for the distortions exhibited by a given sub-array (also called main sub-array), an error signal is produced by out-of-phase combining the main sub-array transmitted signal and the one generated by another sub-array (also called auxiliary sub-array) using anti-beamforming modules. The error signal is then frequency down-converted and digitized using a low-bit resolution ADC. Proof-of-concept validation experiments are conducted by applying the proposed DPD system to linearize an off-the-shelf hybrid-beamforming array comprised of four 64-element sub-arrays, operating at 28 GHz and driven with up to 800 MHz orthogonal frequency-division multiplexing modulated signals. Using the proposed DPD scheme, an observation receiver with a 4-bit ADC was sufficient to improve the adjacent channel power ratio by 10 dB and the error vector magnitude was reduced from 5.8% to 1.6%. These results are similar to those obtained using an observation receiver with 16-bit ADC.
topic Digital predistortion
hybrid beamforming
massive MIMO
millimeter-waves
nonlinear power amplifiers
url https://ieeexplore.ieee.org/document/9481779/
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