Friday, August 10, 2018

kinetic theory - formula for mean free path in two dimensions


I'm running some simulations of particle collisions in two dimensions with discretised time and space. In essence, particles only collide if they occupy the same location (cell) at the same time step. The particles are in a 2D box and collide with both each other and the walls, we also assume a closed system (so no gravity etc).


I want to use the mean free path λ (the average distance travelled by a particle between collisions) to determine the best values for number of particles N, rms velocity Vrms, and box length L; as such I want to know how to calculate mean free path in two dimensions.


So far I have been able to find a formula on Wikipedia for three dimensions: λ=kBT2πd2p

where d is the diameter of the particle and p is the pressure.
which I can easily turn into: λ=mv2rms22πd2p
but again this is for three dimensions not the two dimensions that I need.



So the question is, can this be converted to two dimensions? or does a two dimensional form already exist?


Any help with this would be greatly appreciated.



Answer



Sure, you can generalize the mean free path to a different number of dimensions. But first, let's understand the derivation in 3D.



  1. A particle will collide with any other particle that it comes within a distance d of. So if it moves a length , it will collide if there is another particle in a volume πd2. Call this the volume swept out by the particle.

  2. Imagine one particle in a gas. In the reference frame of this particle, other particles have an average speed of 2ˉv. (See this derivation of the factor of 2, and note the presence of ˉv instead of vrms - see this question for details on that)

  3. The total volume swept out by all particles in a time Δt is Nπd22ˉvΔt.


  4. The probability that the chosen at-rest particle experiences an interaction during Δt is equal to the fraction of the total volume swept out, namely



    P(int.)=Nπd22ˉvΔtV




  5. The mean free time τ happens to be equal to the time after which this probability would reach 1, if it continued to increase linearly.


    τ=VNπd22ˉv


    The mean free path is then given by


    λ=ˉvτ=V2Nπd2




If you assume the particles follow the ideal gas law, you can replace VN=kBTp and recover the formula from Wikipedia.



To modify this to 2D, we just need to change step 1 and follow the argument from there.



  1. Instead of a particle sweeping out a volume πd2, it sweeps out an area 2d.

  2. No change

  3. The total area swept out by all particles is then Nd8ˉvΔt


  4. The probability is equal to the fraction of the total area,


    P(int.)=Nd8ˉvΔtA





  5. The mean free time is again the time after which this probability would reach 1,


    τ=ANd8ˉv


    and the mean free path is


    λ=ˉvτ=A8Nd




Bear in mind that in 2D, the ideal gas law would be modified; it would have area instead of volume, and you would have to use a 2D version of pressure, which would be force per unit length, not per unit area. It may be easier to just work with λ=A8Nd directly, since you can just set A=L2 if you know the box side length.


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