Analysing digital predistortion technique for computation‐efficient power amplifier linearisation in the presence of measurement noise

Abstract The noise is an inherent part of a transceiver system, which becomes more severe on low‐cost systems. The power amplifier (PA) further enhances this noise and the signal to be propagated to the receiver. The conventional approach of digital predistortion (DPD) assumes an ideal transceiver s...

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Main Authors: Girish Chandra Tripathi, Meenakshi Rawat
Format: Article
Language:English
Published: Wiley 2021-06-01
Series:IET Science, Measurement & Technology
Online Access:https://doi.org/10.1049/smt2.12041
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spelling doaj-38dfc277004446dcbdf7023c193c4ed52021-08-02T08:20:50ZengWileyIET Science, Measurement & Technology1751-88221751-88302021-06-0115439841010.1049/smt2.12041Analysing digital predistortion technique for computation‐efficient power amplifier linearisation in the presence of measurement noiseGirish Chandra Tripathi0Meenakshi Rawat1SDR Lab Department of Electronics and Communication Engineering Indian Institute of Technology Roorkee IndiaSDR Lab Department of Electronics and Communication Engineering Indian Institute of Technology Roorkee IndiaAbstract The noise is an inherent part of a transceiver system, which becomes more severe on low‐cost systems. The power amplifier (PA) further enhances this noise and the signal to be propagated to the receiver. The conventional approach of digital predistortion (DPD) assumes an ideal transceiver system while extracting data for the predistortion function generation. As a result, performance limitation arises due to residual signal–noise interaction. This study presents the accuracy and implementation issues of DPD on a low‐cost transceiver having lower bit resolution in the presence of transceiver noise. Different model architectures, as well as processing algorithms, are compared in terms of numerical stability of the solution (condition number of observation matrix), efficient field‐programmable gate array (FPGA) implementation (dispersion of coefficients, in‐band model performance (normalised mean square error), and out‐of‐band model performance (adjacent channel power ratio). The simulation results are tested on FPGA and direct conversion transceiver‐based platform using PA. A long‐term evolution signal with 64 quadrature amplitude modulation is used for performance evaluation. The suitability of the various polynomial models for fixed‐point implementation and the required memory size for implementing the DPD model is further established.https://doi.org/10.1049/smt2.12041
collection DOAJ
language English
format Article
sources DOAJ
author Girish Chandra Tripathi
Meenakshi Rawat
spellingShingle Girish Chandra Tripathi
Meenakshi Rawat
Analysing digital predistortion technique for computation‐efficient power amplifier linearisation in the presence of measurement noise
IET Science, Measurement & Technology
author_facet Girish Chandra Tripathi
Meenakshi Rawat
author_sort Girish Chandra Tripathi
title Analysing digital predistortion technique for computation‐efficient power amplifier linearisation in the presence of measurement noise
title_short Analysing digital predistortion technique for computation‐efficient power amplifier linearisation in the presence of measurement noise
title_full Analysing digital predistortion technique for computation‐efficient power amplifier linearisation in the presence of measurement noise
title_fullStr Analysing digital predistortion technique for computation‐efficient power amplifier linearisation in the presence of measurement noise
title_full_unstemmed Analysing digital predistortion technique for computation‐efficient power amplifier linearisation in the presence of measurement noise
title_sort analysing digital predistortion technique for computation‐efficient power amplifier linearisation in the presence of measurement noise
publisher Wiley
series IET Science, Measurement & Technology
issn 1751-8822
1751-8830
publishDate 2021-06-01
description Abstract The noise is an inherent part of a transceiver system, which becomes more severe on low‐cost systems. The power amplifier (PA) further enhances this noise and the signal to be propagated to the receiver. The conventional approach of digital predistortion (DPD) assumes an ideal transceiver system while extracting data for the predistortion function generation. As a result, performance limitation arises due to residual signal–noise interaction. This study presents the accuracy and implementation issues of DPD on a low‐cost transceiver having lower bit resolution in the presence of transceiver noise. Different model architectures, as well as processing algorithms, are compared in terms of numerical stability of the solution (condition number of observation matrix), efficient field‐programmable gate array (FPGA) implementation (dispersion of coefficients, in‐band model performance (normalised mean square error), and out‐of‐band model performance (adjacent channel power ratio). The simulation results are tested on FPGA and direct conversion transceiver‐based platform using PA. A long‐term evolution signal with 64 quadrature amplitude modulation is used for performance evaluation. The suitability of the various polynomial models for fixed‐point implementation and the required memory size for implementing the DPD model is further established.
url https://doi.org/10.1049/smt2.12041
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AT meenakshirawat analysingdigitalpredistortiontechniqueforcomputationefficientpoweramplifierlinearisationinthepresenceofmeasurementnoise
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