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Improved Likelihood Probability in MIMO Systems Using One-Bit ADCs

This study considers an improved likelihood probability in multi-input multi-output (MIMO) systems using one-bit analog-to-digital converters (ADCs). MIMO systems using one-bit ADCs are known to exhibit from performance degradation because of inaccurate likelihood probabilities. To overcome this deg...

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Detalles Bibliográficos
Autor principal: Kim, Tae-Kyoung
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10301477/
https://www.ncbi.nlm.nih.gov/pubmed/37420711
http://dx.doi.org/10.3390/s23125542
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author Kim, Tae-Kyoung
author_facet Kim, Tae-Kyoung
author_sort Kim, Tae-Kyoung
collection PubMed
description This study considers an improved likelihood probability in multi-input multi-output (MIMO) systems using one-bit analog-to-digital converters (ADCs). MIMO systems using one-bit ADCs are known to exhibit from performance degradation because of inaccurate likelihood probabilities. To overcome this degradation, the proposed method leverages the detected symbols to estimate the true likelihood probability by combining the initial likelihood probability. An optimization problem is formulated to minimize the mean-squared error between the true and combined likelihood probabilities, and a solution is derived using the least-squares method. Simulation results show that the proposed method obtains a signal-to-noise gain of approximately [Formula: see text] dB to achieve a frame error rate of [Formula: see text] compared to conventional methods. This improvement in performance is attributed to the enhanced reliability of the likelihood probability.
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spelling pubmed-103014772023-06-29 Improved Likelihood Probability in MIMO Systems Using One-Bit ADCs Kim, Tae-Kyoung Sensors (Basel) Article This study considers an improved likelihood probability in multi-input multi-output (MIMO) systems using one-bit analog-to-digital converters (ADCs). MIMO systems using one-bit ADCs are known to exhibit from performance degradation because of inaccurate likelihood probabilities. To overcome this degradation, the proposed method leverages the detected symbols to estimate the true likelihood probability by combining the initial likelihood probability. An optimization problem is formulated to minimize the mean-squared error between the true and combined likelihood probabilities, and a solution is derived using the least-squares method. Simulation results show that the proposed method obtains a signal-to-noise gain of approximately [Formula: see text] dB to achieve a frame error rate of [Formula: see text] compared to conventional methods. This improvement in performance is attributed to the enhanced reliability of the likelihood probability. MDPI 2023-06-13 /pmc/articles/PMC10301477/ /pubmed/37420711 http://dx.doi.org/10.3390/s23125542 Text en © 2023 by the author. 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
Kim, Tae-Kyoung
Improved Likelihood Probability in MIMO Systems Using One-Bit ADCs
title Improved Likelihood Probability in MIMO Systems Using One-Bit ADCs
title_full Improved Likelihood Probability in MIMO Systems Using One-Bit ADCs
title_fullStr Improved Likelihood Probability in MIMO Systems Using One-Bit ADCs
title_full_unstemmed Improved Likelihood Probability in MIMO Systems Using One-Bit ADCs
title_short Improved Likelihood Probability in MIMO Systems Using One-Bit ADCs
title_sort improved likelihood probability in mimo systems using one-bit adcs
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10301477/
https://www.ncbi.nlm.nih.gov/pubmed/37420711
http://dx.doi.org/10.3390/s23125542
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