Associating an Entropy with Power-Law Frequency of Events

Events occurring with a frequency described by power laws, within a certain range of validity, are very common in natural systems. In many of them, it is possible to associate an energy spectrum and one can show that these types of phenomena are intimately related to Tsallis entropy <inline-formu...

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Main Authors: Evaldo M. F. Curado, Fernando D. Nobre, Angel Plastino
Format: Article
Language:English
Published: MDPI AG 2018-12-01
Series:Entropy
Subjects:
Online Access:https://www.mdpi.com/1099-4300/20/12/940
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spelling doaj-e5bd2898301743578f14096c975f99522020-11-24T21:23:01ZengMDPI AGEntropy1099-43002018-12-01201294010.3390/e20120940e20120940Associating an Entropy with Power-Law Frequency of EventsEvaldo M. F. Curado0Fernando D. Nobre1Angel Plastino2Centro Brasileiro de Pesquisas Físicas and National Institute of Science and Technology for Complex Systems, Rua Xavier Sigaud 150, Rio de Janeiro 22290-180, BrazilCentro Brasileiro de Pesquisas Físicas and National Institute of Science and Technology for Complex Systems, Rua Xavier Sigaud 150, Rio de Janeiro 22290-180, BrazilLa Plata National University and Argentina’s National Research Council (IFLP-CCT-CONICET)-C. C. 727, La Plata 1900, ArgentinaEvents occurring with a frequency described by power laws, within a certain range of validity, are very common in natural systems. In many of them, it is possible to associate an energy spectrum and one can show that these types of phenomena are intimately related to Tsallis entropy <inline-formula> <math display="inline"> <semantics> <msub> <mi>S</mi> <mi>q</mi> </msub> </semantics> </math> </inline-formula>. The relevant parameters become: (i) The entropic index <i>q</i>, which is directly related to the power of the corresponding distribution; (ii) The ground-state energy <inline-formula> <math display="inline"> <semantics> <msub> <mi>&#949;</mi> <mn>0</mn> </msub> </semantics> </math> </inline-formula>, in terms of which all energies are rescaled. One verifies that the corresponding processes take place at a temperature <inline-formula> <math display="inline"> <semantics> <msub> <mi>T</mi> <mi>q</mi> </msub> </semantics> </math> </inline-formula> with <inline-formula> <math display="inline"> <semantics> <mrow> <mi>k</mi> <msub> <mi>T</mi> <mi>q</mi> </msub> <mo>&#8733;</mo> <msub> <mi>&#949;</mi> <mn>0</mn> </msub> </mrow> </semantics> </math> </inline-formula> (i.e., isothermal processes, for a given <i>q</i>), in analogy with those in the class of self-organized criticality, which are known to occur at fixed temperatures. Typical examples are analyzed, like earthquakes, avalanches, and forest fires, and in some of them, the entropic index <i>q</i> and value of <inline-formula> <math display="inline"> <semantics> <msub> <mi>T</mi> <mi>q</mi> </msub> </semantics> </math> </inline-formula> are estimated. The knowledge of the associated entropic form opens the possibility for a deeper understanding of such phenomena, particularly by using information theory and optimization procedures.https://www.mdpi.com/1099-4300/20/12/940self-organized criticalitygeneralized entropiesnonextensive thermostatisticsinformation theory
collection DOAJ
language English
format Article
sources DOAJ
author Evaldo M. F. Curado
Fernando D. Nobre
Angel Plastino
spellingShingle Evaldo M. F. Curado
Fernando D. Nobre
Angel Plastino
Associating an Entropy with Power-Law Frequency of Events
Entropy
self-organized criticality
generalized entropies
nonextensive thermostatistics
information theory
author_facet Evaldo M. F. Curado
Fernando D. Nobre
Angel Plastino
author_sort Evaldo M. F. Curado
title Associating an Entropy with Power-Law Frequency of Events
title_short Associating an Entropy with Power-Law Frequency of Events
title_full Associating an Entropy with Power-Law Frequency of Events
title_fullStr Associating an Entropy with Power-Law Frequency of Events
title_full_unstemmed Associating an Entropy with Power-Law Frequency of Events
title_sort associating an entropy with power-law frequency of events
publisher MDPI AG
series Entropy
issn 1099-4300
publishDate 2018-12-01
description Events occurring with a frequency described by power laws, within a certain range of validity, are very common in natural systems. In many of them, it is possible to associate an energy spectrum and one can show that these types of phenomena are intimately related to Tsallis entropy <inline-formula> <math display="inline"> <semantics> <msub> <mi>S</mi> <mi>q</mi> </msub> </semantics> </math> </inline-formula>. The relevant parameters become: (i) The entropic index <i>q</i>, which is directly related to the power of the corresponding distribution; (ii) The ground-state energy <inline-formula> <math display="inline"> <semantics> <msub> <mi>&#949;</mi> <mn>0</mn> </msub> </semantics> </math> </inline-formula>, in terms of which all energies are rescaled. One verifies that the corresponding processes take place at a temperature <inline-formula> <math display="inline"> <semantics> <msub> <mi>T</mi> <mi>q</mi> </msub> </semantics> </math> </inline-formula> with <inline-formula> <math display="inline"> <semantics> <mrow> <mi>k</mi> <msub> <mi>T</mi> <mi>q</mi> </msub> <mo>&#8733;</mo> <msub> <mi>&#949;</mi> <mn>0</mn> </msub> </mrow> </semantics> </math> </inline-formula> (i.e., isothermal processes, for a given <i>q</i>), in analogy with those in the class of self-organized criticality, which are known to occur at fixed temperatures. Typical examples are analyzed, like earthquakes, avalanches, and forest fires, and in some of them, the entropic index <i>q</i> and value of <inline-formula> <math display="inline"> <semantics> <msub> <mi>T</mi> <mi>q</mi> </msub> </semantics> </math> </inline-formula> are estimated. The knowledge of the associated entropic form opens the possibility for a deeper understanding of such phenomena, particularly by using information theory and optimization procedures.
topic self-organized criticality
generalized entropies
nonextensive thermostatistics
information theory
url https://www.mdpi.com/1099-4300/20/12/940
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