Information geometry theory of bifurcations? A covariant formulation

Detalhes bibliográficos
Autor(a) principal: Da Silva, V. B. [UNESP]
Data de Publicação: 2022
Outros Autores: Vieira, J. P. [UNESP], Leonel, Edson D. [UNESP]
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://dx.doi.org/10.1063/5.0069033
http://hdl.handle.net/11449/230489
Resumo: The conventional local bifurcation theory (CBT) fails to present a complete characterization of the stability and general aspects of complex phenomena. After all, the CBT only explores the behavior of nonlinear dynamical systems in the neighborhood of their fixed points. Thus, this limitation imposes the necessity of non-trivial global techniques and lengthy numerical solutions. In this article, we present an attempt to overcome these problems by including the Fisher information theory in the study of bifurcations. Here, we investigate a Riemannian metrical structure of local and global bifurcations described in the context of dynamical systems. The introduced metric is based on the concept of information distance. We examine five contrasting models in detail: saddle-node, transcritical, supercritical pitchfork, subcritical pitchfork, and homoclinic bifurcations. We found that the metric imposes a curvature scalar R on the parameter space. Also, we discovered that R diverges to infinity while approaching bifurcation points. We demonstrate that the local stability conditions are recovered from the interpretations of the curvature R, while global stability is inferred from the character of the Fisher metric. The results are a clear improvement over those of the conventional theory.
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spelling Information geometry theory of bifurcations? A covariant formulationThe conventional local bifurcation theory (CBT) fails to present a complete characterization of the stability and general aspects of complex phenomena. After all, the CBT only explores the behavior of nonlinear dynamical systems in the neighborhood of their fixed points. Thus, this limitation imposes the necessity of non-trivial global techniques and lengthy numerical solutions. In this article, we present an attempt to overcome these problems by including the Fisher information theory in the study of bifurcations. Here, we investigate a Riemannian metrical structure of local and global bifurcations described in the context of dynamical systems. The introduced metric is based on the concept of information distance. We examine five contrasting models in detail: saddle-node, transcritical, supercritical pitchfork, subcritical pitchfork, and homoclinic bifurcations. We found that the metric imposes a curvature scalar R on the parameter space. Also, we discovered that R diverges to infinity while approaching bifurcation points. We demonstrate that the local stability conditions are recovered from the interpretations of the curvature R, while global stability is inferred from the character of the Fisher metric. The results are a clear improvement over those of the conventional theory.Department of Physics Universidade Estadual Paulista Júlio de Mesquita Filho Campus de Rio ClaroDepartment of Mathematics Universidade Estadual Paulista Júlio de Mesquita Filho Campus de Rio ClaroDepartment of Physics Universidade Estadual Paulista Júlio de Mesquita Filho Campus de Rio ClaroDepartment of Mathematics Universidade Estadual Paulista Júlio de Mesquita Filho Campus de Rio ClaroUniversidade Estadual Paulista (UNESP)Da Silva, V. B. [UNESP]Vieira, J. P. [UNESP]Leonel, Edson D. [UNESP]2022-04-29T08:40:16Z2022-04-29T08:40:16Z2022-02-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://dx.doi.org/10.1063/5.0069033Chaos, v. 32, n. 2, 2022.1089-76821054-1500http://hdl.handle.net/11449/23048910.1063/5.00690332-s2.0-85125588605Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengChaosinfo:eu-repo/semantics/openAccess2022-04-29T08:40:16Zoai:repositorio.unesp.br:11449/230489Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462022-04-29T08:40:16Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Information geometry theory of bifurcations? A covariant formulation
title Information geometry theory of bifurcations? A covariant formulation
spellingShingle Information geometry theory of bifurcations? A covariant formulation
Da Silva, V. B. [UNESP]
title_short Information geometry theory of bifurcations? A covariant formulation
title_full Information geometry theory of bifurcations? A covariant formulation
title_fullStr Information geometry theory of bifurcations? A covariant formulation
title_full_unstemmed Information geometry theory of bifurcations? A covariant formulation
title_sort Information geometry theory of bifurcations? A covariant formulation
author Da Silva, V. B. [UNESP]
author_facet Da Silva, V. B. [UNESP]
Vieira, J. P. [UNESP]
Leonel, Edson D. [UNESP]
author_role author
author2 Vieira, J. P. [UNESP]
Leonel, Edson D. [UNESP]
author2_role author
author
dc.contributor.none.fl_str_mv Universidade Estadual Paulista (UNESP)
dc.contributor.author.fl_str_mv Da Silva, V. B. [UNESP]
Vieira, J. P. [UNESP]
Leonel, Edson D. [UNESP]
description The conventional local bifurcation theory (CBT) fails to present a complete characterization of the stability and general aspects of complex phenomena. After all, the CBT only explores the behavior of nonlinear dynamical systems in the neighborhood of their fixed points. Thus, this limitation imposes the necessity of non-trivial global techniques and lengthy numerical solutions. In this article, we present an attempt to overcome these problems by including the Fisher information theory in the study of bifurcations. Here, we investigate a Riemannian metrical structure of local and global bifurcations described in the context of dynamical systems. The introduced metric is based on the concept of information distance. We examine five contrasting models in detail: saddle-node, transcritical, supercritical pitchfork, subcritical pitchfork, and homoclinic bifurcations. We found that the metric imposes a curvature scalar R on the parameter space. Also, we discovered that R diverges to infinity while approaching bifurcation points. We demonstrate that the local stability conditions are recovered from the interpretations of the curvature R, while global stability is inferred from the character of the Fisher metric. The results are a clear improvement over those of the conventional theory.
publishDate 2022
dc.date.none.fl_str_mv 2022-04-29T08:40:16Z
2022-04-29T08:40:16Z
2022-02-01
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://dx.doi.org/10.1063/5.0069033
Chaos, v. 32, n. 2, 2022.
1089-7682
1054-1500
http://hdl.handle.net/11449/230489
10.1063/5.0069033
2-s2.0-85125588605
url http://dx.doi.org/10.1063/5.0069033
http://hdl.handle.net/11449/230489
identifier_str_mv Chaos, v. 32, n. 2, 2022.
1089-7682
1054-1500
10.1063/5.0069033
2-s2.0-85125588605
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Chaos
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.source.none.fl_str_mv Scopus
reponame:Repositório Institucional da UNESP
instname:Universidade Estadual Paulista (UNESP)
instacron:UNESP
instname_str Universidade Estadual Paulista (UNESP)
instacron_str UNESP
institution UNESP
reponame_str Repositório Institucional da UNESP
collection Repositório Institucional da UNESP
repository.name.fl_str_mv Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)
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