Solution of Boltzmann Equation

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Revision as of 12:07, 3 December 2008

Definition

Consider the classical Boltzmann equation for a simple, dilute gas of particles

$f_t + (v,{\rm grad}_x f) = Q(f,f)$

which describes the time evolution of the particle density $f(t,x,v)$

$f\ :\ {\rm R}_+\times \Omega \times {\rm R}^3 \rightarrow {\rm R}_+.$

Here ${\rm R}_+$ denotes the set of non-negative real numbers and $\Omega \subset {\rm R^3}$ is a domain in physical space. The right-hand side of the Boltzmann equation, known as the collision integral or the collision term, is of the form

$Q(f,f)(v) = \int\limits_{{\rm R}^3} \int\limits_{S^2} B(v,w,e) \left( f(v')f(w')-f(v)f(w) \right)\,de\,dw\,.$

where

$v,w \in {\rm R}^3$ are the pre-collision velocities,

$e \in S^2 \subset {\rm R}^3$ is a unit vector,

$v',w' \in {\rm R}^3$ are the post-collision velocities and

$B(v,w,e)$ is the collision kernel. The operator $Q(f,f)$ represents the change of the distribution function $f(t,x,v)$ due to the binary collisions between particles. A single collision results in a change of the velocities of the colliding partners $v,w\ \rightarrow v',w'$ with

$v'=\frac12\left(v+w+|u|\,e\right),\ w'=\frac12\left(v+w-|u|\,e\right)\,,$

where $u=v-w$ denotes the relative velocity. The Boltzmann equation is subjected to an initial condition

$f(0,x,v)=f_0(x,v),\ x \in \Omega,\ v \in {\rm R}^3$

and to the boundary conditions on $\Gamma=\partial \Omega$ .

The kernel $B(v,w,e)$ can be written as

$B(v,w,e)=B(|u|,\mu)=|u|\sigma(|u|,\mu),\ \mu= \cos(\theta)=\frac{(u,e)}{|u|}\,.$

The function $\sigma\,:\,{\rm R}_+\times [-1,1] \rightarrow {\rm R}_+$ is the differential cross-section and $\theta$ is the scattering angle.

One of the first discrete versions of the Boltzmann equation was published by D. Goldstein, B. Sturtevant and J.E. Broadwell. Many authors then published different ideas to lead to a discrete version of the Boltzmann collision operator Rogier, Schneider in 1994; Ohwada in 1993, Wagner in 1995, Platkowski, Illner in 1988, Palczewski, Schneider in 1998, Panferov in 1997, Panferov, Heintz in 2002.

L. Pareschi and G. Russso in 2000 considered deterministic spectral methods for the Boltzmann equation.

The main difficulty with the deterministic approximation of the Boltzmann collision integral besides its high dimensionality is the fact that any grid for the integration over the whole space ${\rm R}^3$ will not fit for the integration over the unit sphere $S^2$ . Thus only $O(n)$ irregularly distributed integration points belong to the unit sphere if $n$ regular points in one direction are used for the approximation of the ${\rm R}^3$ integral.

A. Bobylev, A. Palczewski and J. Schneider in 1995 considered this direct approximation of the Boltzmann collision integral and showed that the corresponding numerical method is consistent. The arithmetical work is $O(n^7)$ per time step and the formal accuracy is $O(n^{-1/2})$ .

Later, Ibragimov and Rjasanow in 2002, Filbert, Mouhot, Pareschi in 2006 studied spectral methods for numerical solution of Boltzmann equations and Ibragimov, Rjasanow in 2002 prooved an $O(n^{-2})$ numerical accuracy with only $O(n^6)$ arithmetic complexity.

Recent results that really improve the numerical solution of Boltzmann equations are done in 2007 by Ibragimov and Ibragimova who suggests to use a multilinear approximation to approximate a velocity subspace. Hence, the function state $f$ is approximated as one of the following methods:

$f(t,x,v) = \sum_{i_1, i_2, i_3}^{r_1,r_2,r_3} f_{i_1}^{(1)}(t,x,v_1) f_{i_2}^{(2)}(t,x,v_2) f_{i_3}^{(3)}(t,x,v_3) g_{i_1, i_2, i_3},$

$f(t,x,v) = \sum_i^r f_i^{(1)}(t,x,v_1) f_i^{(2)}(t,x,v_2) f_i^{(3)}(t,x,v_3) \alpha_i,$

where $r_1,r_2,r_3, r$ are almost constant.

Indeed, when $r_1,r_2,r_3, r$ are equal to 1, we can easily get Navies-Stocks equation, when ranks are equal to 2, we have very robust model for the boundary layer, with small enough rank (3-5) we can definitely explain a shock waves, etc.

Several real time industrial applications solved with the help of this method are mentioned on the web site of Elegant Mathematics who develops such solvers and provide test calculations for free.

Solution of Boltzmann Equation

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Revision as of 12:07, 3 December 2008

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