Computational Statistical Physics [electronic resource] : From Billiards to Monte Carlo /

In recent years statistical physics has made significant progress as a result of advances in numerical techniques. While good textbooks exist on the general aspects of statistical physics, the numerical methods and the new developments based on large-scale computing are not usually adequately presented. In this book 16 experts describe the application of methods of statistical physics to various areas in physics: disordered materials, quasicrystals, semiconductors, ... and also to other areas beyond physics, such as financial markets, game theory, evolution, and traffic planning, in which statistical physics has recently become significant. In this way the universality of the underlying concepts and methods such as fractals, random matrix theory, time series, neural networks, evolutionary algorithms, becomes clear. The topics are covered by introductory, tutorial presentations.

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Bibliographic Details
Main Authors: Hoffmann, Karl Heinz. author., Schreiber, Michael. author., SpringerLink (Online service)
Format: Texto biblioteca
Language:eng
Published: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2002
Subjects:Physics., Statistical physics., Dynamical systems., Statistics., Statistical Physics, Dynamical Systems and Complexity., Numerical and Computational Physics., Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences.,
Online Access:http://dx.doi.org/10.1007/978-3-662-04804-7
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spelling KOHA-OAI-TEST:1791682018-07-30T22:58:41ZComputational Statistical Physics [electronic resource] : From Billiards to Monte Carlo / Hoffmann, Karl Heinz. author. Schreiber, Michael. author. SpringerLink (Online service) textBerlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer,2002.engIn recent years statistical physics has made significant progress as a result of advances in numerical techniques. While good textbooks exist on the general aspects of statistical physics, the numerical methods and the new developments based on large-scale computing are not usually adequately presented. In this book 16 experts describe the application of methods of statistical physics to various areas in physics: disordered materials, quasicrystals, semiconductors, ... and also to other areas beyond physics, such as financial markets, game theory, evolution, and traffic planning, in which statistical physics has recently become significant. In this way the universality of the underlying concepts and methods such as fractals, random matrix theory, time series, neural networks, evolutionary algorithms, becomes clear. The topics are covered by introductory, tutorial presentations.1 Game Theory and Statistical Mechanics -- 2 Chaotic Billiards -- 3 Combinatorial Optimization and High Dimensional Billiards -- 4 The Statistical Physics of Energy Landscapes: From Spin Glasses to Optimization -- 5 Optimization of Production Lines by Methods from Statistical Physics -- 6 Predicting and Generating Time Series by Neural Networks: An Investigation Using Statistical Physics -- 7 Statistical Physics of Cellular Automata Models for Traffic Flow -- 8 Self-Organized Criticality in Forest-Fire Models -- 9 Nonlinear Dynamics of Active Brownian Particles -- 10 Financial Time Series and Statistical Mechanics -- 11 ‘Go with the Winners’ Simulations -- 12 Aperiodicity and Disorder — Do They Play a Role? -- 13 Quantum Phase Transitions -- 14 Introduction to Energy Level Statistics -- 15 Randomness in Optical Spectra of Semiconductor Nanostructures -- 16 Characterization of the Metal—Insulator Transition in the Anderson Model of Localization -- 17 Percolation, Renormalization and Quantum Hall Transition.In recent years statistical physics has made significant progress as a result of advances in numerical techniques. While good textbooks exist on the general aspects of statistical physics, the numerical methods and the new developments based on large-scale computing are not usually adequately presented. In this book 16 experts describe the application of methods of statistical physics to various areas in physics: disordered materials, quasicrystals, semiconductors, ... and also to other areas beyond physics, such as financial markets, game theory, evolution, and traffic planning, in which statistical physics has recently become significant. In this way the universality of the underlying concepts and methods such as fractals, random matrix theory, time series, neural networks, evolutionary algorithms, becomes clear. The topics are covered by introductory, tutorial presentations.Physics.Statistical physics.Dynamical systems.Statistics.Physics.Statistical Physics, Dynamical Systems and Complexity.Numerical and Computational Physics.Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences.Springer eBookshttp://dx.doi.org/10.1007/978-3-662-04804-7URN:ISBN:9783662048047
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collection Koha
country México
countrycode MX
component Bibliográfico
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tag biblioteca
region America del Norte
libraryname Departamento de documentación y biblioteca de COLPOS
language eng
topic Physics.
Statistical physics.
Dynamical systems.
Statistics.
Physics.
Statistical Physics, Dynamical Systems and Complexity.
Numerical and Computational Physics.
Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences.
Physics.
Statistical physics.
Dynamical systems.
Statistics.
Physics.
Statistical Physics, Dynamical Systems and Complexity.
Numerical and Computational Physics.
Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences.
spellingShingle Physics.
Statistical physics.
Dynamical systems.
Statistics.
Physics.
Statistical Physics, Dynamical Systems and Complexity.
Numerical and Computational Physics.
Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences.
Physics.
Statistical physics.
Dynamical systems.
Statistics.
Physics.
Statistical Physics, Dynamical Systems and Complexity.
Numerical and Computational Physics.
Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences.
Hoffmann, Karl Heinz. author.
Schreiber, Michael. author.
SpringerLink (Online service)
Computational Statistical Physics [electronic resource] : From Billiards to Monte Carlo /
description In recent years statistical physics has made significant progress as a result of advances in numerical techniques. While good textbooks exist on the general aspects of statistical physics, the numerical methods and the new developments based on large-scale computing are not usually adequately presented. In this book 16 experts describe the application of methods of statistical physics to various areas in physics: disordered materials, quasicrystals, semiconductors, ... and also to other areas beyond physics, such as financial markets, game theory, evolution, and traffic planning, in which statistical physics has recently become significant. In this way the universality of the underlying concepts and methods such as fractals, random matrix theory, time series, neural networks, evolutionary algorithms, becomes clear. The topics are covered by introductory, tutorial presentations.
format Texto
topic_facet Physics.
Statistical physics.
Dynamical systems.
Statistics.
Physics.
Statistical Physics, Dynamical Systems and Complexity.
Numerical and Computational Physics.
Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences.
author Hoffmann, Karl Heinz. author.
Schreiber, Michael. author.
SpringerLink (Online service)
author_facet Hoffmann, Karl Heinz. author.
Schreiber, Michael. author.
SpringerLink (Online service)
author_sort Hoffmann, Karl Heinz. author.
title Computational Statistical Physics [electronic resource] : From Billiards to Monte Carlo /
title_short Computational Statistical Physics [electronic resource] : From Billiards to Monte Carlo /
title_full Computational Statistical Physics [electronic resource] : From Billiards to Monte Carlo /
title_fullStr Computational Statistical Physics [electronic resource] : From Billiards to Monte Carlo /
title_full_unstemmed Computational Statistical Physics [electronic resource] : From Billiards to Monte Carlo /
title_sort computational statistical physics [electronic resource] : from billiards to monte carlo /
publisher Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer,
publishDate 2002
url http://dx.doi.org/10.1007/978-3-662-04804-7
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