Cargando…
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...
Autores principales: | , , |
---|---|
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 |
_version_ | 1785063876922966016 |
---|---|
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. |
format | Online Article Text |
id | pubmed-10297409 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT zengqian improvementoferrorcorrectioninnonequilibriuminformationdynamics AT liran improvementoferrorcorrectioninnonequilibriuminformationdynamics AT wangjin improvementoferrorcorrectioninnonequilibriuminformationdynamics |