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KRÁL, J. GÖTTHANS, T. MARŠÁLEK, R. HARVÁNEK, M. RUPP, M.
Originální název
On Feedback Sample Selection Methods Allowing Lightweight Digital Predistorter Adaptation
Typ
článek v časopise ve Web of Science, Jimp
Jazyk
angličtina
Originální abstrakt
In modern communication systems advanced techniques such as digital predistortion (DPD) are required to satisfy stringent demands on transmitter linearity and efficiency. DPD, however, increases the hardware and computational complexity of transmitters. In this article we show that the computational complexity of DPD adaptation can be drastically reduced if a low number of samples is properly selected for DPD adaptation. For this purpose we propose methods of sample selection for DPD adaptation. Among the proposed methods, the highest computational complexity reduction is achieved by a method based on the histogram of signal magnitudes, optimised with respect to characteristics of the radio frequency power amplifier and of the transmitted signal. Simulations indicate that this proposed method can reduce the computational complexity of DPD adaptation by a factor of up to 400 while the linearisation performance of conventional methods is preserved. Besides simulations for three models of distinct power amplifiers, measurements on a real power amplifier further verify the linearisation capabilities of the proposed methods.
Klíčová slova
power amplifier linearisation, digital predistortion, low complexity adaptation, histogram-based sample selection, sample subset reduction, direct learning architecture
Autoři
KRÁL, J.; GÖTTHANS, T.; MARŠÁLEK, R.; HARVÁNEK, M.; RUPP, M.
Vydáno
25. 6. 2020
Nakladatel
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
Místo
PISCATAWAY
ISSN
1558-0806
Periodikum
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS
Ročník
67
Číslo
6
Stát
Spojené státy americké
Strany od
1976
Strany do
1988
Strany počet
13
URL
https://ieeexplore.ieee.org/document/9018116
BibTex
@article{BUT165453, author="Jan {Král} and Tomáš {Götthans} and Roman {Maršálek} and Michal {Harvánek} and Markus {Rupp}", title="On Feedback Sample Selection Methods Allowing Lightweight Digital Predistorter Adaptation", journal="IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS", year="2020", volume="67", number="6", pages="1976--1988", doi="10.1109/TCSI.2020.2975532", issn="1558-0806", url="https://ieeexplore.ieee.org/document/9018116" }