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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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Autor principal: Street, Sterling
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2020
Materias:
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
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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.
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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
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