Computer Aided Studies In Statistical Physics
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Computer Aided Statistical Physics
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Author :
language : en
Publisher:
Release Date : 2008
Computer Aided Statistical Physics written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008 with categories.
Computer Aided Statistical Physics
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Author :
language : en
Publisher:
Release Date : 1992
Computer Aided Statistical Physics written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1992 with Statistical physics categories.
Computer Aided Studies In Statistical Physics
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Author : Chin-Kun Hu
language : en
Publisher: American Institute of Physics
Release Date : 1992
Computer Aided Studies In Statistical Physics written by Chin-Kun Hu and has been published by American Institute of Physics this book supported file pdf, txt, epub, kindle and other format this book has been release on 1992 with Mathematics categories.
Computational Statistical Mechanics
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Author : W.G. Hoover
language : en
Publisher: Elsevier Science & Technology
Release Date : 1991-03-11
Computational Statistical Mechanics written by W.G. Hoover and has been published by Elsevier Science & Technology this book supported file pdf, txt, epub, kindle and other format this book has been release on 1991-03-11 with Mathematics categories.
Computational Statistical Mechanics describes the use of fast computers to simulate the equilibrium and nonequilibrium properties of gases, liquids, and solids at, and away from equilibrium. The underlying theory is developed from basic principles and illustrated by applying it to the simplest possible examples. Thermodynamics, based on the ideal gas thermometer, is related to Gibb's statistical mechanics through the use of Nosé-Hoover heat reservoirs. These reservoirs use integral feedback to control temperature. The same approach is carried through to the simulation and analysis of nonequilibrium mass, momentum, and energy flows. Such a unified approach makes possible consistent mechanical definitions of temperature, stress, and heat flux which lead to a microscopic demonstration of the Second Law of Thermodynamics directly from mechanics. The intimate connection linking Lyapunov-unstable microscopic motions to macroscopic dissipative flows through multifractal phase-space structures is illustrated with many examples from the recent literature. The book is well-suited for undergraduate courses in advanced thermodynamics, statistical mechanic and transport theory, and graduate courses in physics and chemistry.
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Author : 国立国会図書館 (Japan)
language : en
Publisher:
Release Date : 1900
written by 国立国会図書館 (Japan) and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1900 with Science categories.
Index Of Conference Proceedings
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Author :
language : en
Publisher:
Release Date : 1992
Index Of Conference Proceedings written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1992 with Conference proceedings categories.
Geometric Structures Of Statistical Physics Information Geometry And Learning
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Author : Frédéric Barbaresco
language : en
Publisher: Springer Nature
Release Date : 2021-06-27
Geometric Structures Of Statistical Physics Information Geometry And Learning written by Frédéric Barbaresco and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-06-27 with Mathematics categories.
Machine learning and artificial intelligence increasingly use methodological tools rooted in statistical physics. Conversely, limitations and pitfalls encountered in AI question the very foundations of statistical physics. This interplay between AI and statistical physics has been attested since the birth of AI, and principles underpinning statistical physics can shed new light on the conceptual basis of AI. During the last fifty years, statistical physics has been investigated through new geometric structures allowing covariant formalization of the thermodynamics. Inference methods in machine learning have begun to adapt these new geometric structures to process data in more abstract representation spaces. This volume collects selected contributions on the interplay of statistical physics and artificial intelligence. The aim is to provide a constructive dialogue around a common foundation to allow the establishment of new principles and laws governing these two disciplines in a unified manner. The contributions were presented at the workshop on the Joint Structures and Common Foundation of Statistical Physics, Information Geometry and Inference for Learning which was held in Les Houches in July 2020. The various theoretical approaches are discussed in the context of potential applications in cognitive systems, machine learning, signal processing.
Computational Statistical Physics
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Author : Lucas Böttcher
language : en
Publisher: Cambridge University Press
Release Date : 2021-08-26
Computational Statistical Physics written by Lucas Böttcher and has been published by Cambridge University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-08-26 with Science categories.
Providing a detailed and pedagogical account of the rapidly-growing field of computational statistical physics, this book covers both the theoretical foundations of equilibrium and non-equilibrium statistical physics, and also modern, computational applications such as percolation, random walks, magnetic systems, machine learning dynamics, and spreading processes on complex networks. A detailed discussion of molecular dynamics simulations is also included, a topic of great importance in biophysics and physical chemistry. The accessible and self-contained approach adopted by the authors makes this book suitable for teaching courses at graduate level, and numerous worked examples and end of chapter problems allow students to test their progress and understanding.
Publications Of The National Institute Of Standards And Technology Catalog
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Author : National Institute of Standards and Technology (U.S.)
language : en
Publisher:
Release Date : 1994
Publications Of The National Institute Of Standards And Technology Catalog written by National Institute of Standards and Technology (U.S.) and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1994 with categories.
Physics Briefs
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Author :
language : en
Publisher:
Release Date : 1992
Physics Briefs written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1992 with Physics categories.