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Upper Limit on the Thermodynamic Information Content of an Action Potential
In computational neuroscience, spiking neurons are often analyzed as computing devices that register bits of information, with each action potential carrying at most one bit of Shannon entropy. Here, I question this interpretation by using Landauer's principle to estimate an upper limit for the...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2020
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7237712/ https://www.ncbi.nlm.nih.gov/pubmed/32477088 http://dx.doi.org/10.3389/fncom.2020.00037 |
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author | Street, Sterling |
author_facet | Street, Sterling |
author_sort | Street, Sterling |
collection | PubMed |
description | In computational neuroscience, spiking neurons are often analyzed as computing devices that register bits of information, with each action potential carrying at most one bit of Shannon entropy. Here, I question this interpretation by using Landauer's principle to estimate an upper limit for the quantity of thermodynamic information that can be processed within a single action potential in a typical mammalian neuron. A straightforward calculation shows that an action potential in a typical mammalian cortical pyramidal cell can process up to approximately 3.4 · 10(11) bits of thermodynamic information, or about 4.9 · 10(11) bits of Shannon entropy. This result suggests that an action potential can, in principle, carry much more than a single bit of Shannon entropy. |
format | Online Article Text |
id | pubmed-7237712 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-72377122020-05-29 Upper Limit on the Thermodynamic Information Content of an Action Potential Street, Sterling Front Comput Neurosci Neuroscience In computational neuroscience, spiking neurons are often analyzed as computing devices that register bits of information, with each action potential carrying at most one bit of Shannon entropy. Here, I question this interpretation by using Landauer's principle to estimate an upper limit for the quantity of thermodynamic information that can be processed within a single action potential in a typical mammalian neuron. A straightforward calculation shows that an action potential in a typical mammalian cortical pyramidal cell can process up to approximately 3.4 · 10(11) bits of thermodynamic information, or about 4.9 · 10(11) bits of Shannon entropy. This result suggests that an action potential can, in principle, carry much more than a single bit of Shannon entropy. Frontiers Media S.A. 2020-05-13 /pmc/articles/PMC7237712/ /pubmed/32477088 http://dx.doi.org/10.3389/fncom.2020.00037 Text en Copyright © 2020 Street. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Neuroscience Street, Sterling Upper Limit on the Thermodynamic Information Content of an Action Potential |
title | Upper Limit on the Thermodynamic Information Content of an Action Potential |
title_full | Upper Limit on the Thermodynamic Information Content of an Action Potential |
title_fullStr | Upper Limit on the Thermodynamic Information Content of an Action Potential |
title_full_unstemmed | Upper Limit on the Thermodynamic Information Content of an Action Potential |
title_short | Upper Limit on the Thermodynamic Information Content of an Action Potential |
title_sort | upper limit on the thermodynamic information content of an action potential |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7237712/ https://www.ncbi.nlm.nih.gov/pubmed/32477088 http://dx.doi.org/10.3389/fncom.2020.00037 |
work_keys_str_mv | AT streetsterling upperlimitonthethermodynamicinformationcontentofanactionpotential |