Nonequilibrium Effects on Information Recoverability of the Noisy Channels

We investigated the impact of nonequilibrium conditions on the transmission and recovery of information through noisy channels. By measuring the recoverability of messages from an information source, we demonstrate that the ability to recover information is connected to the nonequilibrium behavior o...

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Main Authors: Qian Zeng, Ran Li, Jin Wang
Format: Article
Language:English
Published: MDPI AG 2023-11-01
Series:Entropy
Subjects:
Online Access:https://www.mdpi.com/1099-4300/25/12/1589
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author Qian Zeng
Ran Li
Jin Wang
author_facet Qian Zeng
Ran Li
Jin Wang
author_sort Qian Zeng
collection DOAJ
description We investigated the impact of nonequilibrium conditions on the transmission and recovery of information through noisy channels. By measuring the recoverability of messages from an information source, we demonstrate that the ability to recover information is connected to the nonequilibrium behavior of the information flow, particularly in terms of sequential information transfer. We discovered that the mathematical equivalence of information recoverability and entropy production characterizes the dissipative nature of information transfer. Our findings show that both entropy production (or recoverability) and mutual information increase monotonically with the nonequilibrium strength of information dynamics. These results suggest that the nonequilibrium dissipation cost can enhance the recoverability of noise messages and improve the quality of information transfer. Finally, we propose a simple model to test our conclusions and found that the numerical results support our findings.
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spelling doaj.art-016f34f5c9af40fe9ca68271076ceb372023-12-22T14:07:16ZengMDPI AGEntropy1099-43002023-11-012512158910.3390/e25121589Nonequilibrium Effects on Information Recoverability of the Noisy ChannelsQian Zeng0Ran Li1Jin Wang2State Key Laboratory of Electroanalytical Chemistry, Changchun Institute of Applied Chemistry, Changchun 130022, ChinaCenter for Theoretical Interdisciplinary Sciences, Wenzhou Institute, University of Chinese Academy of Sciences, Wenzhou 325001, ChinaDepartment of Chemistry, State University of New York, Stony Brook, NY 11794, USAWe investigated the impact of nonequilibrium conditions on the transmission and recovery of information through noisy channels. By measuring the recoverability of messages from an information source, we demonstrate that the ability to recover information is connected to the nonequilibrium behavior of the information flow, particularly in terms of sequential information transfer. We discovered that the mathematical equivalence of information recoverability and entropy production characterizes the dissipative nature of information transfer. Our findings show that both entropy production (or recoverability) and mutual information increase monotonically with the nonequilibrium strength of information dynamics. These results suggest that the nonequilibrium dissipation cost can enhance the recoverability of noise messages and improve the quality of information transfer. Finally, we propose a simple model to test our conclusions and found that the numerical results support our findings.https://www.mdpi.com/1099-4300/25/12/1589recoverabilityentropy productionmutual informationinformation transfernonequilibrium
spellingShingle Qian Zeng
Ran Li
Jin Wang
Nonequilibrium Effects on Information Recoverability of the Noisy Channels
Entropy
recoverability
entropy production
mutual information
information transfer
nonequilibrium
title Nonequilibrium Effects on Information Recoverability of the Noisy Channels
title_full Nonequilibrium Effects on Information Recoverability of the Noisy Channels
title_fullStr Nonequilibrium Effects on Information Recoverability of the Noisy Channels
title_full_unstemmed Nonequilibrium Effects on Information Recoverability of the Noisy Channels
title_short Nonequilibrium Effects on Information Recoverability of the Noisy Channels
title_sort nonequilibrium effects on information recoverability of the noisy channels
topic recoverability
entropy production
mutual information
information transfer
nonequilibrium
url https://www.mdpi.com/1099-4300/25/12/1589
work_keys_str_mv AT qianzeng nonequilibriumeffectsoninformationrecoverabilityofthenoisychannels
AT ranli nonequilibriumeffectsoninformationrecoverabilityofthenoisychannels
AT jinwang nonequilibriumeffectsoninformationrecoverabilityofthenoisychannels