Fast GAMP algorithm for nonlinearly distorted OFDM signals

In this letter, the design of a low-complexity receiver which is robust to orthogonal frequency division multiplex (OFDM) signals with nonlinear clipping distortion is investigated. An approximation of the probability density function (PDF) of the received signals with nonlinear distortion is derive...

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Main Authors: Yang, Chaosan, Liu, Xiaobei, Guan, Yong Liang, Liu, Rongke
Other Authors: School of Electrical and Electronic Engineering
Format: Article
Language:English
Published: 2023
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Online Access:https://hdl.handle.net/10356/164973
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1649732023-03-10T01:19:11Z Fast GAMP algorithm for nonlinearly distorted OFDM signals Yang, Chaosan Liu, Xiaobei Guan, Yong Liang Liu, Rongke School of Electrical and Electronic Engineering Temasek Laboratories @ NTU Engineering::Electrical and electronic engineering::Wireless communication systems Orthogonal Frequency Division Multiplex Peak-to-Average Power Ratio In this letter, the design of a low-complexity receiver which is robust to orthogonal frequency division multiplex (OFDM) signals with nonlinear clipping distortion is investigated. An approximation of the probability density function (PDF) of the received signals with nonlinear distortion is derived. Based on iteration-dependent approximation of the mean and variance of the clipped signal, a fast generalized approximate message passing (F-GAMP) algorithm is proposed. The proposed F-GAMP achieves bit error rate (BER) performance gain over the conventional OFDM receiver due to the F-GAMP's ability to recover inter-carrier interference (ICI) and exploit frequency diversity induced by the spectral growth of a clipped signal. With almost the same BER performance as the conventional GAMP algorithm, the proposed F-GAMP reduces the computational complexity by a factor of about 3000! This work was supported by Beijing Natural Science Foundation (L202003); Chinese Scholarship Council Grant (201806020012); and National Natural Science Foundation of China (No. 31700479). 2023-03-10T01:19:11Z 2023-03-10T01:19:11Z 2021 Journal Article Yang, C., Liu, X., Guan, Y. L. & Liu, R. (2021). Fast GAMP algorithm for nonlinearly distorted OFDM signals. IEEE Communications Letters, 25(5), 1682-1686. https://dx.doi.org/10.1109/LCOMM.2021.3056657 1089-7798 https://hdl.handle.net/10356/164973 10.1109/LCOMM.2021.3056657 2-s2.0-85100814493 5 25 1682 1686 en IEEE Communications Letters © 2021 IEEE. All rights reserved.
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Engineering::Electrical and electronic engineering::Wireless communication systems
Orthogonal Frequency Division Multiplex
Peak-to-Average Power Ratio
spellingShingle Engineering::Electrical and electronic engineering::Wireless communication systems
Orthogonal Frequency Division Multiplex
Peak-to-Average Power Ratio
Yang, Chaosan
Liu, Xiaobei
Guan, Yong Liang
Liu, Rongke
Fast GAMP algorithm for nonlinearly distorted OFDM signals
description In this letter, the design of a low-complexity receiver which is robust to orthogonal frequency division multiplex (OFDM) signals with nonlinear clipping distortion is investigated. An approximation of the probability density function (PDF) of the received signals with nonlinear distortion is derived. Based on iteration-dependent approximation of the mean and variance of the clipped signal, a fast generalized approximate message passing (F-GAMP) algorithm is proposed. The proposed F-GAMP achieves bit error rate (BER) performance gain over the conventional OFDM receiver due to the F-GAMP's ability to recover inter-carrier interference (ICI) and exploit frequency diversity induced by the spectral growth of a clipped signal. With almost the same BER performance as the conventional GAMP algorithm, the proposed F-GAMP reduces the computational complexity by a factor of about 3000!
author2 School of Electrical and Electronic Engineering
author_facet School of Electrical and Electronic Engineering
Yang, Chaosan
Liu, Xiaobei
Guan, Yong Liang
Liu, Rongke
format Article
author Yang, Chaosan
Liu, Xiaobei
Guan, Yong Liang
Liu, Rongke
author_sort Yang, Chaosan
title Fast GAMP algorithm for nonlinearly distorted OFDM signals
title_short Fast GAMP algorithm for nonlinearly distorted OFDM signals
title_full Fast GAMP algorithm for nonlinearly distorted OFDM signals
title_fullStr Fast GAMP algorithm for nonlinearly distorted OFDM signals
title_full_unstemmed Fast GAMP algorithm for nonlinearly distorted OFDM signals
title_sort fast gamp algorithm for nonlinearly distorted ofdm signals
publishDate 2023
url https://hdl.handle.net/10356/164973
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