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Non-Orthogonal Multiple Access with One-Bit Analog-to-Digital Converters Using Threshold Adaptation
In digital communication systems featuring high-resolution analog-to-digital converters (ADCs), the utilization of successive interference cancellation and detection can enhance the capacity of a Gaussian multiple access channel (MAC) by combining signals from multiple transmitters in a non-orthogon...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10346221/ https://www.ncbi.nlm.nih.gov/pubmed/37447853 http://dx.doi.org/10.3390/s23136004 |
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author | Min, Moonsik Kong, Jae-Ik Kim, Tae-Kyoung |
author_facet | Min, Moonsik Kong, Jae-Ik Kim, Tae-Kyoung |
author_sort | Min, Moonsik |
collection | PubMed |
description | In digital communication systems featuring high-resolution analog-to-digital converters (ADCs), the utilization of successive interference cancellation and detection can enhance the capacity of a Gaussian multiple access channel (MAC) by combining signals from multiple transmitters in a non-orthogonal manner. Conversely, in systems employing one-bit ADCs, it is exceedingly difficult to eliminate non-orthogonal interference using digital signal processing due to the considerable distortion present in the received signal when employing such ADCs. As a result, the Gaussian MAC does not yield significant capacity gains in such cases. To address this issue, we demonstrate that, under a given deterministic interference, the capacity of a one-bit-quantized channel becomes equivalent to the capacity without interference when an appropriate threshold value is chosen. This finding suggests the potential for indirect interference cancellation in the analog domain, facilitating the proposition of an efficient successive interference cancellation and detection scheme. We analyze the achievable rate of the proposed scheme by deriving the mutual information between the transmitted and received signals at each detection stage. The obtained results indicate that the sum rate of the proposed scheme generally outperforms conventional methods, with the achievable upper bound being twice as high as that of the conventional methods. Additionally, we have developed an optimal transmit power allocation algorithm to maximize the sum rate in fading channels. |
format | Online Article Text |
id | pubmed-10346221 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-103462212023-07-15 Non-Orthogonal Multiple Access with One-Bit Analog-to-Digital Converters Using Threshold Adaptation Min, Moonsik Kong, Jae-Ik Kim, Tae-Kyoung Sensors (Basel) Article In digital communication systems featuring high-resolution analog-to-digital converters (ADCs), the utilization of successive interference cancellation and detection can enhance the capacity of a Gaussian multiple access channel (MAC) by combining signals from multiple transmitters in a non-orthogonal manner. Conversely, in systems employing one-bit ADCs, it is exceedingly difficult to eliminate non-orthogonal interference using digital signal processing due to the considerable distortion present in the received signal when employing such ADCs. As a result, the Gaussian MAC does not yield significant capacity gains in such cases. To address this issue, we demonstrate that, under a given deterministic interference, the capacity of a one-bit-quantized channel becomes equivalent to the capacity without interference when an appropriate threshold value is chosen. This finding suggests the potential for indirect interference cancellation in the analog domain, facilitating the proposition of an efficient successive interference cancellation and detection scheme. We analyze the achievable rate of the proposed scheme by deriving the mutual information between the transmitted and received signals at each detection stage. The obtained results indicate that the sum rate of the proposed scheme generally outperforms conventional methods, with the achievable upper bound being twice as high as that of the conventional methods. Additionally, we have developed an optimal transmit power allocation algorithm to maximize the sum rate in fading channels. MDPI 2023-06-28 /pmc/articles/PMC10346221/ /pubmed/37447853 http://dx.doi.org/10.3390/s23136004 Text en © 2023 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 Min, Moonsik Kong, Jae-Ik Kim, Tae-Kyoung Non-Orthogonal Multiple Access with One-Bit Analog-to-Digital Converters Using Threshold Adaptation |
title | Non-Orthogonal Multiple Access with One-Bit Analog-to-Digital Converters Using Threshold Adaptation |
title_full | Non-Orthogonal Multiple Access with One-Bit Analog-to-Digital Converters Using Threshold Adaptation |
title_fullStr | Non-Orthogonal Multiple Access with One-Bit Analog-to-Digital Converters Using Threshold Adaptation |
title_full_unstemmed | Non-Orthogonal Multiple Access with One-Bit Analog-to-Digital Converters Using Threshold Adaptation |
title_short | Non-Orthogonal Multiple Access with One-Bit Analog-to-Digital Converters Using Threshold Adaptation |
title_sort | non-orthogonal multiple access with one-bit analog-to-digital converters using threshold adaptation |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10346221/ https://www.ncbi.nlm.nih.gov/pubmed/37447853 http://dx.doi.org/10.3390/s23136004 |
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