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Basic concepts in computational physics

This new edition is a concise introduction to the basic methods of computational physics. Readers will discover the benefits of numerical methods for solving complex mathematical problems and for the direct simulation of physical processes. The book is divided into two main parts: Deterministic meth...

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Detalles Bibliográficos
Autores principales: Stickler, Benjamin A, Schachinger, Ewald
Lenguaje:eng
Publicado: Springer 2016
Materias:
Acceso en línea:https://dx.doi.org/10.1007/978-3-319-27265-8
http://cds.cern.ch/record/2143590
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author Stickler, Benjamin A
Schachinger, Ewald
author_facet Stickler, Benjamin A
Schachinger, Ewald
author_sort Stickler, Benjamin A
collection CERN
description This new edition is a concise introduction to the basic methods of computational physics. Readers will discover the benefits of numerical methods for solving complex mathematical problems and for the direct simulation of physical processes. The book is divided into two main parts: Deterministic methods and stochastic methods in computational physics. Based on concrete problems, the first part discusses numerical differentiation and integration, as well as the treatment of ordinary differential equations. This is extended by a brief introduction to the numerics of partial differential equations. The second part deals with the generation of random numbers, summarizes the basics of stochastics, and subsequently introduces Monte-Carlo (MC) methods. Specific emphasis is on MARKOV chain MC algorithms. The final two chapters discuss data analysis and stochastic optimization. All this is again motivated and augmented by applications from physics. In addition, the book offers a number of appendices to provide the reader with information on topics not discussed in the main text. Numerous problems with worked-out solutions, chapter introductions and summaries, together with a clear and application-oriented style support the reader. Ready to use C++ codes are provided online.
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spelling cern-21435902021-04-21T19:44:49Zdoi:10.1007/978-3-319-27265-8http://cds.cern.ch/record/2143590engStickler, Benjamin ASchachinger, EwaldBasic concepts in computational physicsGeneral Theoretical PhysicsThis new edition is a concise introduction to the basic methods of computational physics. Readers will discover the benefits of numerical methods for solving complex mathematical problems and for the direct simulation of physical processes. The book is divided into two main parts: Deterministic methods and stochastic methods in computational physics. Based on concrete problems, the first part discusses numerical differentiation and integration, as well as the treatment of ordinary differential equations. This is extended by a brief introduction to the numerics of partial differential equations. The second part deals with the generation of random numbers, summarizes the basics of stochastics, and subsequently introduces Monte-Carlo (MC) methods. Specific emphasis is on MARKOV chain MC algorithms. The final two chapters discuss data analysis and stochastic optimization. All this is again motivated and augmented by applications from physics. In addition, the book offers a number of appendices to provide the reader with information on topics not discussed in the main text. Numerous problems with worked-out solutions, chapter introductions and summaries, together with a clear and application-oriented style support the reader. Ready to use C++ codes are provided online.Springeroai:cds.cern.ch:21435902016
spellingShingle General Theoretical Physics
Stickler, Benjamin A
Schachinger, Ewald
Basic concepts in computational physics
title Basic concepts in computational physics
title_full Basic concepts in computational physics
title_fullStr Basic concepts in computational physics
title_full_unstemmed Basic concepts in computational physics
title_short Basic concepts in computational physics
title_sort basic concepts in computational physics
topic General Theoretical Physics
url https://dx.doi.org/10.1007/978-3-319-27265-8
http://cds.cern.ch/record/2143590
work_keys_str_mv AT sticklerbenjamina basicconceptsincomputationalphysics
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