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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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Formato: | Online Artículo Texto |
Lenguaje: | English |
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MDPI
2023
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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. |
format | Online Article Text |
id | pubmed-10301477 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT kimtaekyoung improvedlikelihoodprobabilityinmimosystemsusingonebitadcs |