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Generalized statistical thermodynamics: thermodynamics of probability distributions and stochastic processes

This book gives the definitive mathematical answer to what thermodynamics really is: a variational calculus applied to probability distributions. Extending Gibbs's notion of ensemble, the Author imagines the ensemble of all possible probability distributions and assigns probabilities to them by...

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Detalles Bibliográficos
Autor principal: Matsoukas, Themis
Lenguaje:eng
Publicado: Springer 2018
Materias:
Acceso en línea:https://dx.doi.org/10.1007/978-3-030-04149-6
http://cds.cern.ch/record/2678341
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author Matsoukas, Themis
author_facet Matsoukas, Themis
author_sort Matsoukas, Themis
collection CERN
description This book gives the definitive mathematical answer to what thermodynamics really is: a variational calculus applied to probability distributions. Extending Gibbs's notion of ensemble, the Author imagines the ensemble of all possible probability distributions and assigns probabilities to them by selection rules that are fairly general. The calculus of the most probable distribution in the ensemble produces the entire network of mathematical relationships we recognize as thermodynamics. The first part of the book develops the theory for discrete and continuous distributions while the second part applies this thermodynamic calculus to problems in population balance theory and shows how the emergence of a giant component in aggregation, and the shattering transition in fragmentation may be treated as formal phase transitions. While the book is intended as a research monograph, the material is self-contained and the style sufficiently tutorial to be accessible for self-paced study by an advanced graduate student in such fields as physics, chemistry, and engineering.
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spelling cern-26783412021-04-21T18:23:58Zdoi:10.1007/978-3-030-04149-6http://cds.cern.ch/record/2678341engMatsoukas, ThemisGeneralized statistical thermodynamics: thermodynamics of probability distributions and stochastic processesOther Fields of PhysicsThis book gives the definitive mathematical answer to what thermodynamics really is: a variational calculus applied to probability distributions. Extending Gibbs's notion of ensemble, the Author imagines the ensemble of all possible probability distributions and assigns probabilities to them by selection rules that are fairly general. The calculus of the most probable distribution in the ensemble produces the entire network of mathematical relationships we recognize as thermodynamics. The first part of the book develops the theory for discrete and continuous distributions while the second part applies this thermodynamic calculus to problems in population balance theory and shows how the emergence of a giant component in aggregation, and the shattering transition in fragmentation may be treated as formal phase transitions. While the book is intended as a research monograph, the material is self-contained and the style sufficiently tutorial to be accessible for self-paced study by an advanced graduate student in such fields as physics, chemistry, and engineering.Springeroai:cds.cern.ch:26783412018
spellingShingle Other Fields of Physics
Matsoukas, Themis
Generalized statistical thermodynamics: thermodynamics of probability distributions and stochastic processes
title Generalized statistical thermodynamics: thermodynamics of probability distributions and stochastic processes
title_full Generalized statistical thermodynamics: thermodynamics of probability distributions and stochastic processes
title_fullStr Generalized statistical thermodynamics: thermodynamics of probability distributions and stochastic processes
title_full_unstemmed Generalized statistical thermodynamics: thermodynamics of probability distributions and stochastic processes
title_short Generalized statistical thermodynamics: thermodynamics of probability distributions and stochastic processes
title_sort generalized statistical thermodynamics: thermodynamics of probability distributions and stochastic processes
topic Other Fields of Physics
url https://dx.doi.org/10.1007/978-3-030-04149-6
http://cds.cern.ch/record/2678341
work_keys_str_mv AT matsoukasthemis generalizedstatisticalthermodynamicsthermodynamicsofprobabilitydistributionsandstochasticprocesses