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A Message Passing-Assisted Iterative Noise Cancellation Method for Clipped OTFS-BFDM Systems
Compared with orthogonal frequency division multiplexing (OFDM) systems, orthogonal time frequency space systems based on bi-orthogonal frequency division multiplexing (OTFS-BFDM) have lower out-of-band emission (OOBE) and better robustness to high-mobility scenarios, but suffer from a higher peak-t...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9147517/ https://www.ncbi.nlm.nih.gov/pubmed/35632346 http://dx.doi.org/10.3390/s22103937 |
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author | Wu, Tingyao Bie, Hongxia Wen, Jinfang |
author_facet | Wu, Tingyao Bie, Hongxia Wen, Jinfang |
author_sort | Wu, Tingyao |
collection | PubMed |
description | Compared with orthogonal frequency division multiplexing (OFDM) systems, orthogonal time frequency space systems based on bi-orthogonal frequency division multiplexing (OTFS-BFDM) have lower out-of-band emission (OOBE) and better robustness to high-mobility scenarios, but suffer from a higher peak-to-average ratio (PAPR) in large data packets. In this paper, one-iteration clipping and filtering (OCF) is adopted to reduce the PAPR of OTFS-BFDM signals. However, the extra noise introduced by the clipping process, i.e., clipping noise, will distort the desired signal and increase the bit error rate (BER). We propose a message passing (MP)-assisted iterative cancellation (MP-AIC) method to cancel the clipping noise based on the traditional MP decoding at the receiver, which incorporates with the (OCF) at the transmitter to keep the sparsity of the effective channel matrix. The main idea of MP-AIC is to extract the residual signal fed to the MP detector by iteratively constructing reference clipping noise at the receiver. During each iteration, the variance of residual signal and channel noise are taken as input parameters of MP decoding to improve the BER. Moreover, the convergence probability of the modulation alphabet after MP decoding in the current iteration is used as the initial probability of MP decoding in the next iteration to accelerate the convergence rate of MP decoding. Simulation results show that the proposed MP-AIC method significantly improves MP-decoding accuracy while accelerating the BER convergence in the clipped OTFS-BFDM system. In the clipped OTFS-BFDM system with rectangular pulse shaping, the BER of MP-AIC with two iterations can be reduced by 72% more than that without clipping noise cancellation. |
format | Online Article Text |
id | pubmed-9147517 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-91475172022-05-29 A Message Passing-Assisted Iterative Noise Cancellation Method for Clipped OTFS-BFDM Systems Wu, Tingyao Bie, Hongxia Wen, Jinfang Sensors (Basel) Article Compared with orthogonal frequency division multiplexing (OFDM) systems, orthogonal time frequency space systems based on bi-orthogonal frequency division multiplexing (OTFS-BFDM) have lower out-of-band emission (OOBE) and better robustness to high-mobility scenarios, but suffer from a higher peak-to-average ratio (PAPR) in large data packets. In this paper, one-iteration clipping and filtering (OCF) is adopted to reduce the PAPR of OTFS-BFDM signals. However, the extra noise introduced by the clipping process, i.e., clipping noise, will distort the desired signal and increase the bit error rate (BER). We propose a message passing (MP)-assisted iterative cancellation (MP-AIC) method to cancel the clipping noise based on the traditional MP decoding at the receiver, which incorporates with the (OCF) at the transmitter to keep the sparsity of the effective channel matrix. The main idea of MP-AIC is to extract the residual signal fed to the MP detector by iteratively constructing reference clipping noise at the receiver. During each iteration, the variance of residual signal and channel noise are taken as input parameters of MP decoding to improve the BER. Moreover, the convergence probability of the modulation alphabet after MP decoding in the current iteration is used as the initial probability of MP decoding in the next iteration to accelerate the convergence rate of MP decoding. Simulation results show that the proposed MP-AIC method significantly improves MP-decoding accuracy while accelerating the BER convergence in the clipped OTFS-BFDM system. In the clipped OTFS-BFDM system with rectangular pulse shaping, the BER of MP-AIC with two iterations can be reduced by 72% more than that without clipping noise cancellation. MDPI 2022-05-23 /pmc/articles/PMC9147517/ /pubmed/35632346 http://dx.doi.org/10.3390/s22103937 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Wu, Tingyao Bie, Hongxia Wen, Jinfang A Message Passing-Assisted Iterative Noise Cancellation Method for Clipped OTFS-BFDM Systems |
title | A Message Passing-Assisted Iterative Noise Cancellation Method for Clipped OTFS-BFDM Systems |
title_full | A Message Passing-Assisted Iterative Noise Cancellation Method for Clipped OTFS-BFDM Systems |
title_fullStr | A Message Passing-Assisted Iterative Noise Cancellation Method for Clipped OTFS-BFDM Systems |
title_full_unstemmed | A Message Passing-Assisted Iterative Noise Cancellation Method for Clipped OTFS-BFDM Systems |
title_short | A Message Passing-Assisted Iterative Noise Cancellation Method for Clipped OTFS-BFDM Systems |
title_sort | message passing-assisted iterative noise cancellation method for clipped otfs-bfdm systems |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9147517/ https://www.ncbi.nlm.nih.gov/pubmed/35632346 http://dx.doi.org/10.3390/s22103937 |
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