Stochastic numerical methods play an important role in large
scale computations in the applied sciences. The first goal of this
book is to give a mathematical description of classical direct
simulation Monte Carlo (DSMC) procedures for rarefied gases, using
the theory of Markov processes as a unifying framework. The second
goal is a systematic treatment of an extension of DSMC, called
stochastic weighted particle method. This method includes several
new features, which are introduced for the purpose of variance
reduction (rare event simulation). Rigorous convergence results as
well as detailed numerical studies are presented.
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