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Landauer Bound and Continuous Phase Transitions
In this review, we establish a relation between information erasure and continuous phase transitions. The order parameter, which characterizes these transitions, measures the order of the systems. It varies between 0, when the system is completely disordered, and 1, when the system is completely ord...
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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/PMC10378685/ https://www.ncbi.nlm.nih.gov/pubmed/37509932 http://dx.doi.org/10.3390/e25070984 |
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author | Diamantini, Maria Cristina |
author_facet | Diamantini, Maria Cristina |
author_sort | Diamantini, Maria Cristina |
collection | PubMed |
description | In this review, we establish a relation between information erasure and continuous phase transitions. The order parameter, which characterizes these transitions, measures the order of the systems. It varies between 0, when the system is completely disordered, and 1, when the system is completely ordered. This ordering process can be seen as information erasure by resetting a certain number of bits to a standard value. The thermodynamic entropy in the partially ordered phase is given by the information-theoretic expression for the generalized Landauer bound in terms of error probability. We will demonstrate this for the Hopfield neural network model of associative memory, where the Landauer bound sets a lower limit for the work associated with ‘remembering’ rather than ‘forgetting’. Using the relation between the Landauer bound and continuous phase transition, we will be able to extend the bound to analog computing systems. In the case of the erasure of an analog variable, the entropy production per degree of freedom is given by the logarithm of the configurational volume measured in units of its minimal quantum. |
format | Online Article Text |
id | pubmed-10378685 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-103786852023-07-29 Landauer Bound and Continuous Phase Transitions Diamantini, Maria Cristina Entropy (Basel) Review In this review, we establish a relation between information erasure and continuous phase transitions. The order parameter, which characterizes these transitions, measures the order of the systems. It varies between 0, when the system is completely disordered, and 1, when the system is completely ordered. This ordering process can be seen as information erasure by resetting a certain number of bits to a standard value. The thermodynamic entropy in the partially ordered phase is given by the information-theoretic expression for the generalized Landauer bound in terms of error probability. We will demonstrate this for the Hopfield neural network model of associative memory, where the Landauer bound sets a lower limit for the work associated with ‘remembering’ rather than ‘forgetting’. Using the relation between the Landauer bound and continuous phase transition, we will be able to extend the bound to analog computing systems. In the case of the erasure of an analog variable, the entropy production per degree of freedom is given by the logarithm of the configurational volume measured in units of its minimal quantum. MDPI 2023-06-28 /pmc/articles/PMC10378685/ /pubmed/37509932 http://dx.doi.org/10.3390/e25070984 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 | Review Diamantini, Maria Cristina Landauer Bound and Continuous Phase Transitions |
title | Landauer Bound and Continuous Phase Transitions |
title_full | Landauer Bound and Continuous Phase Transitions |
title_fullStr | Landauer Bound and Continuous Phase Transitions |
title_full_unstemmed | Landauer Bound and Continuous Phase Transitions |
title_short | Landauer Bound and Continuous Phase Transitions |
title_sort | landauer bound and continuous phase transitions |
topic | Review |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10378685/ https://www.ncbi.nlm.nih.gov/pubmed/37509932 http://dx.doi.org/10.3390/e25070984 |
work_keys_str_mv | AT diamantinimariacristina landauerboundandcontinuousphasetransitions |