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Iterative Joint Estimation Procedure of Channel and PDP for OFDM Systems
The power-delay profile (PDP) estimation of wireless channels is an important step to generate a channel correlation matrix for channel linear minimum mean square error (LMMSE) estimation. Estimated channel frequency response can be used to obtain time dispersion characteristics that can be exploite...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9689786/ https://www.ncbi.nlm.nih.gov/pubmed/36421518 http://dx.doi.org/10.3390/e24111664 |
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author | He, Ruixuan Liu, Xiaoran Mei, Kai Gong, Guangwei Xiong, Jun Wei, Jibo |
author_facet | He, Ruixuan Liu, Xiaoran Mei, Kai Gong, Guangwei Xiong, Jun Wei, Jibo |
author_sort | He, Ruixuan |
collection | PubMed |
description | The power-delay profile (PDP) estimation of wireless channels is an important step to generate a channel correlation matrix for channel linear minimum mean square error (LMMSE) estimation. Estimated channel frequency response can be used to obtain time dispersion characteristics that can be exploited by adaptive orthogonal frequency division multiplexing (OFDM) systems. In this paper, a joint estimator for PDP and LMMSE channel estimation is proposed. For LMMSE channel estimation, we apply a candidate set of frequency-domain channel correlation functions (CCF) and select the one that best matches the current channel to construct the channel correlation matrix. The initial candidate set is generated based on the traditional CCF calculation method for different scenarios. Then, the result of channel estimation is used as an input for the PDP estimation whereas the estimated PDP is further used to update the candidate channel correlation matrix. The enhancement of LMMSE channel estimation and PDP estimation can be achieved by the iterative joint estimation procedure. Analysis and simulation results show that in different communication scenarios, the PDP estimation error of the proposed method can approach the Cramér–Rao lower bound (CRLB) after a finite number of iterations. Moreover, the mean square error of channel estimation is close to the performance of accurate PDP-assisted LMMSE. |
format | Online Article Text |
id | pubmed-9689786 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-96897862022-11-25 Iterative Joint Estimation Procedure of Channel and PDP for OFDM Systems He, Ruixuan Liu, Xiaoran Mei, Kai Gong, Guangwei Xiong, Jun Wei, Jibo Entropy (Basel) Article The power-delay profile (PDP) estimation of wireless channels is an important step to generate a channel correlation matrix for channel linear minimum mean square error (LMMSE) estimation. Estimated channel frequency response can be used to obtain time dispersion characteristics that can be exploited by adaptive orthogonal frequency division multiplexing (OFDM) systems. In this paper, a joint estimator for PDP and LMMSE channel estimation is proposed. For LMMSE channel estimation, we apply a candidate set of frequency-domain channel correlation functions (CCF) and select the one that best matches the current channel to construct the channel correlation matrix. The initial candidate set is generated based on the traditional CCF calculation method for different scenarios. Then, the result of channel estimation is used as an input for the PDP estimation whereas the estimated PDP is further used to update the candidate channel correlation matrix. The enhancement of LMMSE channel estimation and PDP estimation can be achieved by the iterative joint estimation procedure. Analysis and simulation results show that in different communication scenarios, the PDP estimation error of the proposed method can approach the Cramér–Rao lower bound (CRLB) after a finite number of iterations. Moreover, the mean square error of channel estimation is close to the performance of accurate PDP-assisted LMMSE. MDPI 2022-11-15 /pmc/articles/PMC9689786/ /pubmed/36421518 http://dx.doi.org/10.3390/e24111664 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 He, Ruixuan Liu, Xiaoran Mei, Kai Gong, Guangwei Xiong, Jun Wei, Jibo Iterative Joint Estimation Procedure of Channel and PDP for OFDM Systems |
title | Iterative Joint Estimation Procedure of Channel and PDP for OFDM Systems |
title_full | Iterative Joint Estimation Procedure of Channel and PDP for OFDM Systems |
title_fullStr | Iterative Joint Estimation Procedure of Channel and PDP for OFDM Systems |
title_full_unstemmed | Iterative Joint Estimation Procedure of Channel and PDP for OFDM Systems |
title_short | Iterative Joint Estimation Procedure of Channel and PDP for OFDM Systems |
title_sort | iterative joint estimation procedure of channel and pdp for ofdm systems |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9689786/ https://www.ncbi.nlm.nih.gov/pubmed/36421518 http://dx.doi.org/10.3390/e24111664 |
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