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Improvement of Error Correction in Nonequilibrium Information Dynamics

Errors are inevitable in information processing and transfer. While error correction is widely studied in engineering, the underlying physics is not fully understood. Due to the complexity and energy exchange involved, information transmission should be considered as a nonequilibrium process. In thi...

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Detalles Bibliográficos
Autores principales: Zeng, Qian, Li, Ran, Wang, Jin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10297409/
https://www.ncbi.nlm.nih.gov/pubmed/37372225
http://dx.doi.org/10.3390/e25060881
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author Zeng, Qian
Li, Ran
Wang, Jin
author_facet Zeng, Qian
Li, Ran
Wang, Jin
author_sort Zeng, Qian
collection PubMed
description Errors are inevitable in information processing and transfer. While error correction is widely studied in engineering, the underlying physics is not fully understood. Due to the complexity and energy exchange involved, information transmission should be considered as a nonequilibrium process. In this study, we investigate the effects of nonequilibrium dynamics on error correction using a memoryless channel model. Our findings suggest that error correction improves as nonequilibrium increases, and the thermodynamic cost can be utilized to improve the correction quality. Our results inspire new approaches to error correction that incorporate nonequilibrium dynamics and thermodynamics, and highlight the importance of the nonequilibrium effects in error correction design, particularly in biological systems.
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spelling pubmed-102974092023-06-28 Improvement of Error Correction in Nonequilibrium Information Dynamics Zeng, Qian Li, Ran Wang, Jin Entropy (Basel) Article Errors are inevitable in information processing and transfer. While error correction is widely studied in engineering, the underlying physics is not fully understood. Due to the complexity and energy exchange involved, information transmission should be considered as a nonequilibrium process. In this study, we investigate the effects of nonequilibrium dynamics on error correction using a memoryless channel model. Our findings suggest that error correction improves as nonequilibrium increases, and the thermodynamic cost can be utilized to improve the correction quality. Our results inspire new approaches to error correction that incorporate nonequilibrium dynamics and thermodynamics, and highlight the importance of the nonequilibrium effects in error correction design, particularly in biological systems. MDPI 2023-05-31 /pmc/articles/PMC10297409/ /pubmed/37372225 http://dx.doi.org/10.3390/e25060881 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
Zeng, Qian
Li, Ran
Wang, Jin
Improvement of Error Correction in Nonequilibrium Information Dynamics
title Improvement of Error Correction in Nonequilibrium Information Dynamics
title_full Improvement of Error Correction in Nonequilibrium Information Dynamics
title_fullStr Improvement of Error Correction in Nonequilibrium Information Dynamics
title_full_unstemmed Improvement of Error Correction in Nonequilibrium Information Dynamics
title_short Improvement of Error Correction in Nonequilibrium Information Dynamics
title_sort improvement of error correction in nonequilibrium information dynamics
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10297409/
https://www.ncbi.nlm.nih.gov/pubmed/37372225
http://dx.doi.org/10.3390/e25060881
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