Basic Boltzmann Gas Concepts

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Presentation transcript:

Basic Boltzmann Gas Concepts

Kinetic Theory Complete set of position (x) and momentum (p) coordinates for all individual particles gives exact dynamical state of system Together with classical mechanics, allows exact prediction of future states However, this level of description is essentially not possible

Statistical Mechanics Represent system by ensemble of many copies Describe by distribution function f(N)(xN,pN,t); N is number of particles Changes in f(N)(xN,pN,t) with time given by Liouville equation (6N variables) Usually interested in low order distribution functions (N = 1, 2)

First Order Distribution Function f(1)(x,p,t) gives probability of finding a particular molecule with given position and momentum; positions and momenta of remaining N-1 molecules unspecified No experiment can distinguish between molecules, so the choice of which molecule doesn’t matter ‘Single particle’ distribution function f(1) adequate for describing all gas properties that don’t depend on relative positions of molecules (dilute gas with long mfp)

External force Xi (small relative to intermolecular forces) For each component i there is an fi(1)(x,pi,t) such that probable number of type i molecules with position coordinates in the range x ±dx and momentum coordinates pi ±dpi is fi(1)(x,pi,t) dxdpi

Expected Evolution w/o Collisions (streaming) If no collisions, then at time t + dt, the new positions of molecules starting at x are [x + (pi/mi)dt] New momenta are pi = pi +Xidt Thus,

Collisions But there are collisions that result in some phase points starting at (x,pi) not arriving at (x + pi/mi dt, pi+Xi dt) and some not starting at (x,pi) arriving there too Set Gij(-)dxdpidt equal to the number of molecules that do not arrive in the expected portion of phase space due to collisions with type j particles during time dt Similarly, set Gij(+)dxdpidt equal to the number of molecules that start somewhere other than (x, pi) and arrive in the portion of phase space due to collisions with type j particles during time dt

Account for collisions

Taylor Series Expansion of lhs

Boltzmann Equation Time rate of change of f Hirschfelder, Curtiss, and Bird, 1954. Molecular Theory of Gases and Liquids, John Wiley and Sons, Inc. New York.

Lattice Boltzmann Model Unit Vectors ea e1 e3 e2 e5 e6 e4 D2Q9 FHP

Histogram view of the distribution function, f. LBM Basics I 1 2 3 4 5 6 7 8 D2Q9 e1 e2 e3 e4 e5 e6 e7 e8 f1 f2 f3 f4 f5 f6 f7 f8 f0 Histogram view of the distribution function, f. Lattice Unit, lu Slide e and f with the pictures… Notes: Based on statistical mechanics and kinetic theory. Solute and buoyancy will be covered in later slides. Unfold f1 f5 1 2 5 a f f2 f3 f4 3 4 6 7 8 f6 f7 f8

Lattice Boltzmann Model Unit Vectors ea f6 f5 f4 f3 f1 f2 e1 e3 e2 e5 e6 e4 Direction-specific particle densities fa f7 (rest) Macroscopic flows Density Velocity

Single Relaxation Time BGK (Bhatnagar-Gross-Krook) Approximation Streaming Collision (i.e., relaxation towards local equilibrium) Collision and streaming steps must be separated if solid boundaries present (bounce back boundary is a separate collision) t relaxation time d0 fraction of rest particles b number of unit velocity directions D dimension of space c maximum speed on lattice (1 lu /time step)

D2Q9 feq wa are 4/9 for the rest particles (a = 0), 1/9 for a = 1, 2, 3, 4, and 1/36 for a = 5, 6, 7, 8.