Analysing digital predistortion technique for computation-efficient power amplifier linearisation in the presence of measurement noise
Open Access
- 1 June 2021
- journal article
- research article
- Published by Institution of Engineering and Technology (IET) in IET Science, Measurement & Technology
- Vol. 15 (4), 398-410
- https://doi.org/10.1049/smt2.12041
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.This publication has 33 references indexed in Scilit:
- Look-up table-based digital predistorter implementation for field programmable gate arrays using long-term evolution signals with 60 MHz bandwidthIET Science, Measurement & Technology, 2012
- Receiver-aided predistortion of power amplifier non-linearities in cellular networksIET Science, Measurement & Technology, 2012
- Orthogonal Polynomials for Power Amplifier Modeling and Predistorter DesignIEEE Transactions on Vehicular Technology, 2004
- A Robust Digital Baseband Predistorter Constructed Using Memory PolynomialsIEEE Transactions on Communications, 2004
- Comparison of multivariate statistical process monitoring methods with applications to the Eastman challenge problemComputers & Chemical Engineering, 2002
- Digital predistortion of wideband signals based on power amplifier model with memoryElectronics Letters, 2001
- The condition number of real Vandermonde, Krylov and positive definite Hankel matricesNumerische Mathematik, 2000
- A new Volterra predistorter based on the indirect learning architectureIEEE Transactions on Signal Processing, 1997
- De-noising by soft-thresholdingIEEE Transactions on Information Theory, 1995
- Theory of pth-order inverses of nonlinear systemsIEEE Transactions on Circuits and Systems, 1976