Monte Carlo Methods in Statistical Physics

monte carlo methods in statistical physics

more information about Monte Carlo Methods in Statistical Physics

Monte Carlo Methods in Statistical Physics

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Book Description
This book provides an introduction to Monte Carlo simulations in classical statistical physics and is aimed both at students beginning work in the field and at more experienced researchers who wish to learn more about Monte Carlo methods. It includes methods for both equilibrium and out of
equilibrium systems, and discusses in detail such common algorithms as the Metropolis and heat-bath algorithms, as well as more sophisticated ones such as continuous time Monte Carlo, cluster algorithms, multigrid methods, entropic sampling and simulated tempering. Data analysis techniques are also
explained starting with straightforward measurement and error-estimation techniques and progressing to topics such as the single and multiple histogram methods and finite size scaling. The last few chapters of the book are devoted to implementation issues, including lattice representations,
efficient implementation of data structures, multispin coding, parallelization of Monte Carlo algorithms, and random number generation. The book also includes example programs which show how to apply these techniques to a variety of well-known models.

Book Info
Provides a clear, self-contained and authoritative introduction to Monte Carlo simulations in classical statistical physics. Softcover.

Monte Carlo Methods in Statistical Physics,M. E. J. Newman,G. T. Barkema,Oxford University Press, USA,0198517971,Mechanics - General,Monte Carlo method,Physics,Probability & Statistics - General,Science,Science/Mathematics,Statistical physics,Classical mechanics,Mathematics for scientists & engineers,Physics | Mathematical physics,Science / Physics,Theoretical methods

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