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== Fick's second law == '''Fick's second law''' predicts how diffusion causes the concentration to change with respect to time. It is a [[partial differential equation]] which in one dimension reads : <math>\frac{\partial \varphi}{\partial t} = D\,\frac{\partial^2 \varphi}{\partial x^2},</math> where * {{mvar|Ο}} is the concentration in dimensions of <math>[\mathsf{N}\mathsf{L}^{-3}]</math>, example mol/m<sup>3</sup>; {{math|1=''Ο'' = ''Ο''(''x'',''t'')}} is a function that depends on location {{mvar|x}} and time {{mvar|t}}, * {{mvar|t}} is time, example s, * {{mvar|D}} is the diffusion coefficient in dimensions of <math>[\mathsf{L}^2\mathsf{T}^{-1}]</math>, example m<sup>2</sup>/s, * {{mvar|x}} is the position, example m. In two or more dimensions we must use the [[Laplacian]] {{math|1=Ξ = β<sup>2</sup>}}, which generalises the second derivative, obtaining the equation : <math>\frac{\partial \varphi}{\partial t} = D\Delta \varphi . </math> Fick's second law has the same mathematical form as the [[Heat equation]] and its [[fundamental solution]] is the same as the [[Heat kernel]]<!-- This is true for the case of an initial Gaussian distribution. Other problem geometries will lead to different solutions. (e.g. diffusion with a fixed boundary concentration, inter-penetration of two solids, etc) -->, except switching thermal conductivity <math>k</math> with diffusion coefficient <math>D</math>: <math display="block">\varphi(x,t)=\frac{1}{\sqrt{4\pi Dt}}\exp\left(-\frac{x^2}{4Dt}\right).</math> === Derivation of Fick's second law === <!-- Not correct, see Talk === Fick's first law === In one dimension, the following derivation is based on a similar argument made in Berg 1977 (see [[#References|references]]). Consider a collection of particles performing a random walk in one dimension with length scale {{math|Ξ''x''}} and time scale {{math|Ξ''t''}}. Let {{math|''N''(''x'',''t'')}} be the number of particles at position {{mvar|x}} at time {{mvar|t}}. At a given time step, half of the particles would move left and half would move right. Since half of the particles at point {{mvar|x}} move right and half of the particles at point {{math|''x'' + Ξ''x''}} move left, the net movement to the right is: : <math>-\tfrac{1}{2}\bigl[N(x + \Delta x, t) - N(x, t)\bigr]</math> The flux, {{mvar|J}}, is this net movement of particles across some area element of area {{mvar|a}}, normal to the random walk during a time interval {{math|Ξ''t''}}. Hence we may write: : <math>J = - \frac{1}{2} \left[\frac{ N(x + \Delta x, t)}{a \Delta t} - \frac{ N(x, t)}{a \Delta t}\right]</math> Multiplying the top and bottom of the right hand side by {{math|(Ξ''x'')<sup>2</sup>}} and rewriting, one obtains: : <math> J = -\frac{\left(\Delta x\right)^2}{2 \Delta t}\left[\frac{N(x + \Delta x, t)}{a \left(\Delta x\right)^2} - \frac{N(x, t)}{a \left(\Delta x\right)^2}\right]</math> Concentration is defined as particles per unit volume, and hence : <math>\varphi (x, t) = \frac{N(x, t)}{a \Delta x}.</math> In addition, {{math|{{sfrac|(Ξ''x'')<sup>2</sup>|2Ξ''t''}}}} is the definition of the one-dimensional diffusion constant, {{mvar|D}}. Thus our expression simplifies to: : <math> J = -D \left[\frac{\varphi (x + \Delta x, t)}{\Delta x} - \frac{\varphi (x , t)}{\Delta x}\right]</math> In the limit where {{math|Ξ''x''}} is infinitesimal, the right-hand side becomes a space derivative: : <math> J = - D \frac{\partial \varphi}{\partial x} </math> This is only the case for the initial condition of a very of a initial gaussian distribution. Other problem geometries will lead to different solutions --> Fick's second law can be derived from Fick's first law and the [[mass conservation]] in absence of any chemical reactions: : <math>\frac{\partial \varphi}{\partial t} + \frac{\partial}{\partial x}J = 0 \Rightarrow\frac{\partial \varphi}{\partial t} -\frac{\partial}{\partial x}\left(D\frac{\partial}{\partial x}\varphi\right)\,=0.</math> Assuming the diffusion coefficient {{mvar|D}} to be a constant, one can exchange the orders of the differentiation and multiply by the constant: :<math>\frac{\partial}{\partial x}\left(D\frac{\partial}{\partial x} \varphi\right) = D\frac{\partial}{\partial x} \frac{\partial}{\partial x} \varphi = D\frac{\partial^2\varphi}{\partial x^2},</math> and, thus, receive the form of the Fick's equations as was stated above. For the case of diffusion in two or more dimensions Fick's second law becomes : <math>\frac{\partial \varphi}{\partial t} = D\,\nabla^2\varphi,</math> which is analogous to the [[heat equation]]. If the diffusion coefficient is not a constant, but depends upon the coordinate or concentration, Fick's second law yields : <math>\frac{\partial \varphi}{\partial t} = \nabla \cdot (D\,\nabla\varphi).</math> An important example is the case where {{math|'''Ο'''}} is at a steady state, i.e. the concentration does not change by time, so that the left part of the above equation is identically zero. In one dimension with constant {{mvar|D}}, the solution for the concentration will be a linear change of concentrations along {{mvar|x}}. In two or more dimensions we obtain : <math> \nabla^2\varphi = 0,</math> which is [[Laplace's equation]], the solutions to which are referred to by mathematicians as [[harmonic functions]].
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