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Summary

Description
English: Diffusion from a microscopic and macroscopic point of view. Initially, there are solute molecules on the left side of a barrier (magenta line) and none on the right. The barrier is removed, and the solute diffuses to fill the whole container. Top: A single molecule moves around randomly. Middle: With more molecules, there is a clear trend where the solute fills the container more and more evenly. Bottom: With an enormous number of solute molecules, the randomness is gone: The solute appears to move smoothly and systematically from high-concentration areas to low-concentration areas, following Fick's laws. Image is made in Mathematica, source code below.
Date
Source Own work
Author Sbyrnes321

Licensing

Public domain I, the copyright holder of this work, release this work into the public domain. This applies worldwide.
In some countries this may not be legally possible; if so:
I grant anyone the right to use this work for any purpose, without any conditions, unless such conditions are required by law.

<< Mathematica source code >>

(* Source code written in Mathematica 6.0, by Steve Byrnes, 2010.
I release this code into the public domain. Sorry it's messy...email me any questions. *)

(*Particle simulation*)
SeedRandom[1];
NumParticles = 70;
xMax = 0.7;
yMax = 0.2;
xStartMax = 0.5;
StepDist = 0.04;
InitParticleCoordinates = Table[{RandomReal[{0, xStartMax}], RandomReal[{0, yMax}]}, {i, 1, NumParticles}];
StayInBoxX[x_] := If[x < 0, -x, If[x > xMax, 2 xMax - x, x]];
StayInBoxY[y_] := If[y < 0, -y, If[y > yMax, 2 yMax - y, y]];
StayInBoxXY[xy_] := {StayInBoxX[xy[[1]]], StayInBoxY[xy[[2]]]};
StayInBarX[x_] := If[x < 0, -x, If[x > xStartMax, 2 xStartMax - x, x]];
StayInBarY[y_] := If[y < 0, -y, If[y > yMax, 2 yMax - y, y]];
StayInBarXY[xy_] := {StayInBarX[xy[[1]]], StayInBarY[xy[[2]]]};
MoveAStep[xy_] := StayInBoxXY[xy + {RandomReal[{-StepDist, StepDist}], RandomReal[{-StepDist, StepDist}]}];
MoveAStepBar[xy_] := StayInBarXY[xy + {RandomReal[{-StepDist, StepDist}], RandomReal[{-StepDist, StepDist}]}];
NextParticleCoordinates[ParticleCoords_] := MoveAStep /@ ParticleCoords;
NextParticleCoordinatesBar[ParticleCoords_] := MoveAStepBar /@ ParticleCoords;
NumFramesBarrier = 10;
NumFramesNoBarrier = 50;
NumFrames = NumFramesBarrier + NumFramesNoBarrier;
ParticleCoordinatesTable = Table[0, {i, 1, NumFrames}];
ParticleCoordinatesTable[[1]] = InitParticleCoordinates;
For[i = 2, i <= NumFrames, i++,
  If[i <= NumFramesBarrier,
   ParticleCoordinatesTable[[i]] = NextParticleCoordinatesBar[ParticleCoordinatesTable[[i - 1]]], 
   ParticleCoordinatesTable[[i]] = NextParticleCoordinates[ParticleCoordinatesTable[[i - 1]]]];];

(*Plot full particle simulation*)
makeplotbar[ParticleCoord_] := 
  ListPlot[{ParticleCoord, {{xStartMax, 0}, {xStartMax, yMax}}}, Frame -> True, Axes -> False,
   PlotRange -> {{0, xMax}, {0, yMax}}, Joined -> {False, True}, PlotStyle -> {PointSize[.03], Thick},
   AspectRatio -> yMax/xMax, FrameTicks -> None];

makeplot[ParticleCoord_] := 
 ListPlot[ParticleCoord, Frame -> True, Axes -> False, PlotRange -> {{0, xMax}, {0, yMax}}, Joined -> False, 
  PlotStyle -> PointSize[.03], AspectRatio -> yMax/xMax, FrameTicks -> None]

ParticlesPlots = 
  Join[Table[makeplotbar[ParticleCoordinatesTable[[i]]], {i, 1, NumFramesBarrier}], 
   Table[makeplot[ParticleCoordinatesTable[[i]]], {i, NumFramesBarrier + 1, NumFrames}]];

(*Plot just the first particle in the list...Actually the fifth particle looks better. *) 
FirstParticleTable = {#[[5]]} & /@ ParticleCoordinatesTable;

FirstParticlePlots = 
  Join[Table[makeplotbar[FirstParticleTable[[i]]], {i, 1, NumFramesBarrier}], 
   Table[makeplot[FirstParticleTable[[i]]], {i, NumFramesBarrier + 1, NumFrames}]];


(* Continuum solution *)

(* I can use the simple diffusion-on-an-infinite-line formula, as long as I correctly periodically replicate the
initial condition. Actually just computed nearest five replicas in each direction, that was a fine approximation. *)

(* k = diffusion coefficient, visually matched to simulation. *)
k = .0007; 
u[x_, t_] := If[t == 0, If[x <= xStartMax, 1, 0], 1/2 Sum[
     Erf[(x - (-xStartMax + 2 n xMax))/Sqrt[4 k t]] - Erf[(x - (xStartMax + 2 n xMax))/Sqrt[4 k t]], {n, -5, 5}]];

ContinuumPlots = Join[
   Table[Show[
     DensityPlot[1 - u[x, 0], {x, 0, xMax}, {y, 0, yMax}, 
      ColorFunctionScaling -> False, AspectRatio -> yMax/xMax, 
      FrameTicks -> None],
     ListPlot[{{xStartMax, 0}, {xStartMax, yMax}}, Joined -> True, 
      PlotStyle -> {Thick, Purple}]],
    {i, 1, NumFramesBarrier}],
   Table[
    DensityPlot[1 - u[x, tt], {x, 0, xMax}, {y, 0, yMax}, 
     ColorFunctionScaling -> False, AspectRatio -> yMax/xMax, 
     FrameTicks -> None],
    {tt, 1, NumFramesNoBarrier}]];

(*Combine and export *)

TogetherPlots = 
  Table[GraphicsGrid[{{FirstParticlePlots[[i]]}, {ParticlesPlots[[i]]}, {ContinuumPlots[[i]]}},
   Spacings -> Scaled[0.2]], {i, 1, NumFrames}];

Export["test.gif", Join[TogetherPlots, Table[Graphics[], {i, 1, 5}]], 
 "DisplayDurations" -> {10}, "AnimationRepititions" -> Infinity ]

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copyrighted, dedicated to the public domain by copyright holder<\/a>"}},"text\/plain":{"en":{"P6216":"copyrighted, dedicated to the public domain by copyright holder"}}}}" class="wbmi-entityview-statementsGroup wbmi-entityview-statementsGroup-P6216 oo-ui-layout oo-ui-panelLayout oo-ui-panelLayout-framed">
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16 January 2010

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File history

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Date/TimeThumbnailDimensionsUserComment
current13:41, 7 March 2012Thumbnail for version as of 13:41, 7 March 2012360 × 300 (402 KB)Dratini0Just removed the white last fram for aesthetic purposes, and prologed the display time of the last frame to mark the reatart of the animation.
19:37, 25 March 2010Thumbnail for version as of 19:37, 25 March 2010360 × 300 (402 KB)AiyizoOptimized animation, converted to 256 color mode
09:57, 16 January 2010Thumbnail for version as of 09:57, 16 January 2010360 × 300 (529 KB)Sbyrnes321sped up bottom panel to match better with middle panel
09:46, 16 January 2010Thumbnail for version as of 09:46, 16 January 2010360 × 300 (508 KB)Sbyrnes321{{Information |Description={{en|1=Diffusion from a microscopic and macroscopic point of view. Initially, there are solute molecules on the left side of a barrier (purple line) and none on the right. The barrier is removed, and the solute diffuses to fill

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