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The '''Mason–Weaver equation''' (named after [[Max Mason]] and [[Warren Weaver]]) describes the [[sedimentation]] and [[diffusion]] of solutes under a uniform [[force]], usually a [[gravitation]]al field.<ref name="mason_1924" >{{cite journal | last = Mason | first = M | coauthors = Weaver W | year = 1924 | title = The Settling of Small Particles in a Fluid | journal = [[Physical Review]] | volume = 23 | pages = 412–426 | doi = 10.1103/PhysRev.23.412 | bibcode=1924PhRv...23..412M}}</ref> Assuming that the [[gravitation]]al field is aligned in the ''z'' direction (Fig. 1), the Mason–Weaver equation may be written
 
:<math>
\frac{\partial c}{\partial t} =
D \frac{\partial^{2}c}{\partial z^{2}} +
sg \frac{\partial c}{\partial z}
</math>
 
where ''t'' is the time, ''c'' is the [[solution|solute]] [[concentration]] (moles per unit length in the ''z''-direction), and the parameters ''D'', ''s'', and ''g'' represent the [[solution|solute]] [[diffusion constant]], [[sedimentation coefficient]] and the (presumed constant) [[acceleration]] of [[gravitation|gravity]], respectively. 
 
The Mason–Weaver equation is complemented by the [[boundary conditions]]
:<math>
D \frac{\partial c}{\partial z} + s g c = 0
</math>
at the top and bottom of the cell, denoted as <math>z_{a}</math> and <math>z_{b}</math>, respectively (Fig. 1).  These [[boundary conditions]] correspond to the physical requirement that no [[solution|solute]] pass through the top and bottom of the cell, i.e., that the [[flux]] there be zero.  The cell is assumed to be rectangular and aligned with
the [[Cartesian coordinate system|Cartesian axes]] (Fig. 1), so that the net [[flux]] through the side walls is likewise
zero.  Hence, the total amount of [[solution|solute]] in the cell
:<math>
N_{tot} = \int_{z_{b}}^{z_{a}} dz \ c(z, t)
</math>
is conserved, i.e., <math>dN_{tot}/dt = 0</math>.
 
[[Image:Mason Weaver cell.png|frame|left|Figure 1: Diagram of Mason–Weaver cell and Forces on Solute]]
 
==Derivation of the Mason–Weaver equation==
A typical particle of [[mass]] ''m'' moving with vertical [[velocity]] ''v'' is acted upon by three [[force]]s (Fig. 1): the
[[drag (physics)|drag force]] <math>f v</math>, the force of [[gravitation|gravity]] <math>m g</math> and the [[buoyancy|buoyant force]] <math>\rho V g</math>, where ''g'' is the [[acceleration]] of [[gravitation|gravity]], ''V'' is the [[solution|solute]] particle volume and <math>\rho</math> is the [[solvent]] [[density]].  At [[mechanical equilibrium|equilibrium]] (typically reached in roughly 10 ns for [[molecule|molecular]] [[solution|solutes]]), the
particle attains a [[terminal velocity]] <math>v_{term}</math> where the three [[force]]s are balanced. Since ''V'' equals the particle [[mass]] ''m'' times its [[partial specific volume]] <math>\bar{\nu}</math>, the [[mechanical equilibrium|equilibrium]] condition may be written as  
 
:<math>
f v_{term} = m (1 - \bar{\nu} \rho) g \ \stackrel{\mathrm{def}}{=}\  m_{b} g
</math>
 
where <math>m_{b}</math> is the [[buoyant mass]]. 
 
We define the Mason–Weaver [[sedimentation coefficient]] <math>s \ \stackrel{\mathrm{def}}{=}\  m_{b} / f = v_{term}/g</math>.  Since the [[drag coefficient]] ''f'' is related to the [[diffusion constant]] ''D'' by the [[Einstein relation (kinetic theory)|Einstein relation]]
 
:<math>
D = \frac{k_{B} T}{f}
</math>,
 
the ratio of ''s'' and ''D'' equals
 
:<math>
\frac{s}{D} = \frac{m_{b}}{k_{B} T}
</math>
 
where <math>k_{B}</math> is the [[Boltzmann constant]] and ''T'' is the [[temperature]] in [[kelvin]]s.
 
The [[flux]] ''J'' at any point is given by
 
:<math>
J = -D \frac{\partial c}{\partial z} - v_{term} c
  = -D \frac{\partial c}{\partial z} - s g c.
</math>
 
The first term describes the [[flux]] due to [[diffusion]] down a [[concentration]] gradient, whereas the second term
describes the [[convective flux]] due to the average velocity <math>v_{term}</math> of the particles.  A positive net [[flux]] out of a small volume produces a negative change in the local [[concentration]] within that volume
 
:<math>
\frac{\partial c}{\partial t} = -\frac{\partial J}{\partial z}.
</math>
 
Substituting the equation for the [[flux]] ''J'' produces the Mason–Weaver equation
 
:<math>
\frac{\partial c}{\partial t} =
D \frac{\partial^{2}c}{\partial z^{2}} +
sg \frac{\partial c}{\partial z}.
</math>
 
==The dimensionless Mason–Weaver equation==
 
The parameters ''D'', ''s'' and ''g'' determine a length scale <math>z_{0}</math>
 
:<math>
z_{0} \ \stackrel{\mathrm{def}}{=}\  \frac{D}{sg}
</math>
 
and a time scale <math>t_{0}</math>
 
:<math>
t_{0} \ \stackrel{\mathrm{def}}{=}\  \frac{D}{s^{2}g^{2}}
</math>
 
Defining the [[dimensionless]] variables <math>\zeta \ \stackrel{\mathrm{def}}{=}\  z/z_{0}</math> and <math>\tau \ \stackrel{\mathrm{def}}{=}\  t/t_{0}</math>, the Mason–Weaver equation becomes
 
:<math>
\frac{\partial c}{\partial \tau} =
\frac{\partial^{2} c}{\partial \zeta^{2}} +
\frac{\partial c}{\partial \zeta}
</math>
 
subject to the [[boundary conditions]]
 
:<math>
\frac{\partial c}{\partial \zeta} + c = 0
</math>
at the top and bottom of the cell, <math>\zeta_{a}</math> and
<math>\zeta_{b}</math>, respectively.
 
==Solution of the Mason–Weaver equation==
 
This partial differential equation may be solved by [[separation of variables]]. Defining <math>c(\zeta,\tau) \ \stackrel{\mathrm{def}}{=}\  e^{-\zeta/2} T(\tau) P(\zeta)</math>, we obtain two ordinary differential equations coupled by a constant <math>\beta</math>
 
:<math>
\frac{dT}{d \tau} + \beta T = 0
</math>
 
:<math>
\frac{d^{2} P}{d \zeta^{2}} +
\left[ \beta - \frac{1}{4} \right] P = 0
</math>
 
where acceptable values of <math>\beta</math> are defined by the [[boundary conditions]]
 
:<math>
\frac{dP}{d\zeta} + \frac{1}{2} P = 0
</math>
 
at the upper and lower boundaries, <math>\zeta_{a}</math> and <math>\zeta_{b}</math>, respectively. Since the ''T'' equation
has the solution <math>T(\tau) = T_{0} e^{-\beta \tau}</math>, where <math>T_{0}</math> is a constant, the Mason–Weaver equation is reduced to solving for the function <math>P(\zeta)</math>.
 
The [[ordinary differential equation]] for ''P'' and its [[boundary conditions]] satisfy the criteria
for a [[Sturm–Liouville theory|Sturm–Liouville problem]], from which several conclusions follow. '''First''', there is a discrete set of [[orthonormal]] [[eigenfunction]]s
<math>P_{k}(\zeta)</math>  that satisfy the [[ordinary differential equation]] and [[boundary conditions]]. '''Second''', the corresponding [[eigenvalue]]s <math>\beta_{k}</math> are real, bounded below by a lowest
[[eigenvalue]] <math>\beta_{0}</math> and grow asymptotically like <math>k^{2}</math> where the nonnegative integer ''k'' is the rank of the [[eigenvalue]].  (In our case, the lowest eigenvalue is zero, corresponding to the equilibrium solution.)  '''Third''', the [[eigenfunction]]s form a complete set; any solution for <math>c(\zeta, \tau)</math> can be expressed as a weighted sum of the [[eigenfunction]]s
 
:<math>
c(\zeta, \tau) =
\sum_{k=0}^{\infty} c_{k} P_{k}(\zeta) e^{-\beta_{k}\tau}
</math>
 
where <math>c_{k}</math> are constant coefficients determined from the initial distribution <math>c(\zeta, \tau=0)</math>
 
:<math>
c_{k} =
\int_{\zeta_{a}}^{\zeta_{b}} d\zeta \
c(\zeta, \tau=0) e^{\zeta/2} P_{k}(\zeta)
</math>
 
At equilibrium, <math>\beta=0</math> (by definition) and the equilibrium concentration distribution is
 
:<math>
e^{-\zeta/2} P_{0}(\zeta) = B e^{-\zeta} = B e^{-m_{b}gz/k_{B}T}
</math>
 
which agrees with the [[Boltzmann distribution]]. The <math>P_{0}(\zeta)</math> function satisfies the [[ordinary differential equation]] and [[boundary conditions]] at all values of <math>\zeta</math> (as may be verified by substitution), and the constant ''B'' may be determined from the total amount of [[solution|solute]]
 
:<math>
B = N_{tot} \left( \frac{sg}{D} \right)
\left( \frac{1}{e^{-\zeta_{b}} - e^{-\zeta_{a}}} \right)
</math>
 
To find the non-equilibrium values of the [[eigenvalue]]s <math>\beta_{k}</math>, we proceed as follows.  The P equation has the form of a simple [[harmonic oscillator]] with solutions <math>P(\zeta) = e^{i\omega_{k}\zeta}</math> where
 
:<math>
\omega_{k} = \pm \sqrt{\beta_{k} - \frac{1}{4}}
</math>
 
Depending on the value of <math>\beta_{k}</math>, <math>\omega_{k}</math> is either purely real (<math>\beta_{k}\geq\frac{1}{4}</math>) or purely imaginary (<math>\beta_{k} < \frac{1}{4}</math>).  Only one purely imaginary solution can satisfy the [[boundary conditions]], namely, the equilibrium solution.  Hence, the non-equilibrium [[eigenfunctions]] can be written as 
 
:<math>
P(\zeta) = A \cos{\omega_{k} \zeta} + B \sin{\omega_{k} \zeta}
</math>
 
where ''A'' and ''B'' are constants and <math>\omega</math> is real and strictly positive.
 
By introducing the oscillator [[amplitude]] <math>\rho</math> and [[phase (waves)|phase]] <math>\phi</math> as new variables,
 
:<math>
u \ \stackrel{\mathrm{def}}{=}\  \rho \sin(\phi) \ \stackrel{\mathrm{def}}{=}\  P
</math>
 
:<math>
v \ \stackrel{\mathrm{def}}{=}\  \rho \cos(\phi) \ \stackrel{\mathrm{def}}{=}\  - \frac{1}{\omega}
\left( \frac{dP}{d\zeta} \right)
</math>
 
:<math>
\rho \ \stackrel{\mathrm{def}}{=}\  u^{2} + v^{2}
</math>
 
:<math>
\tan(\phi) \ \stackrel{\mathrm{def}}{=}\  v / u
</math>
 
the second-order equation for ''P'' is factored into two simple first-order equations
 
:<math>
\frac{d\rho}{d\zeta} = 0
</math>
 
:<math>
\frac{d\phi}{d\zeta} = \omega
</math>
 
Remarkably, the transformed [[boundary conditions]] are independent of <math>\rho</math> and the endpoints <math>\zeta_{a}</math> and <math>\zeta_{b}</math>
 
:<math>
\tan(\phi_{a}) =
\tan(\phi_{b}) = \frac{1}{2\omega_{k}}
</math>
 
Therefore, we obtain an equation
 
:<math>
\phi_{a} - \phi_{b} + k\pi = k\pi =
\int_{\zeta_{b}}^{\zeta_{a}} d\zeta \ \frac{d\phi}{d\zeta} =
\omega_{k} (\zeta_{a} - \zeta_{b})
</math>
 
giving an exact solution for the frequencies <math>\omega_{k}</math>
 
:<math>
\omega_{k} = \frac{k\pi}{\zeta_{a} - \zeta_{b}}
</math>
 
The eigenfrequencies <math>\omega_{k}</math> are positive as required, since <math>\zeta_{a} > \zeta_{b}</math>, and comprise the set of [[harmonic]]s of the [[fundamental frequency]] <math>\omega_{1} \ \stackrel{\mathrm{def}}{=}\  \pi/(\zeta_{a} - \zeta_{b})</math>.   Finally, the [[eigenvalue]]s <math>\beta_{k}</math> can be derived from <math>\omega_{k}</math>
 
:<math>
\beta_{k} = \omega_{k}^{2} + \frac{1}{4}
</math>
 
Taken together, the non-equilibrium components of the solution correspond to a [[Fourier series]] decomposition of the initial concentration distribution <math>c(\zeta, \tau=0)</math>
multiplied by the [[weight function|weighting function]] <math>e^{\zeta/2}</math>.  Each Fourier component decays independently as <math>e^{-\beta_{k}\tau}</math>, where <math>\beta_{k}</math> is given above in terms of the [[Fourier series]] frequencies <math>\omega_{k}</math>.
 
==See also==
* [[Lamm equation]]
* The Archibald approach , and a simpler presentation of the basic physics of the Mason-Weaver equation than the original.  <ref>{{cite web |url=http://prola.aps.org/abstract/PR/v53/i9/p746_1 |title=Phys. Rev. 53, 746 (1938): The Process of Diffusion in a Centrifugal Field of Force |format= |work= |accessdate=}}</ref>
 
==References==
 
{{reflist|1}}
 
{{DEFAULTSORT:Mason-Weaver equation}}
[[Category:Laboratory techniques]]
[[Category:Partial differential equations]]

Revision as of 19:41, 8 December 2013

The Mason–Weaver equation (named after Max Mason and Warren Weaver) describes the sedimentation and diffusion of solutes under a uniform force, usually a gravitational field.[1] Assuming that the gravitational field is aligned in the z direction (Fig. 1), the Mason–Weaver equation may be written

where t is the time, c is the solute concentration (moles per unit length in the z-direction), and the parameters D, s, and g represent the solute diffusion constant, sedimentation coefficient and the (presumed constant) acceleration of gravity, respectively.

The Mason–Weaver equation is complemented by the boundary conditions

at the top and bottom of the cell, denoted as and , respectively (Fig. 1). These boundary conditions correspond to the physical requirement that no solute pass through the top and bottom of the cell, i.e., that the flux there be zero. The cell is assumed to be rectangular and aligned with the Cartesian axes (Fig. 1), so that the net flux through the side walls is likewise zero. Hence, the total amount of solute in the cell

is conserved, i.e., .

Figure 1: Diagram of Mason–Weaver cell and Forces on Solute

Derivation of the Mason–Weaver equation

A typical particle of mass m moving with vertical velocity v is acted upon by three forces (Fig. 1): the drag force , the force of gravity and the buoyant force , where g is the acceleration of gravity, V is the solute particle volume and is the solvent density. At equilibrium (typically reached in roughly 10 ns for molecular solutes), the particle attains a terminal velocity where the three forces are balanced. Since V equals the particle mass m times its partial specific volume , the equilibrium condition may be written as

where is the buoyant mass.

We define the Mason–Weaver sedimentation coefficient . Since the drag coefficient f is related to the diffusion constant D by the Einstein relation

,

the ratio of s and D equals

where is the Boltzmann constant and T is the temperature in kelvins.

The flux J at any point is given by

The first term describes the flux due to diffusion down a concentration gradient, whereas the second term describes the convective flux due to the average velocity of the particles. A positive net flux out of a small volume produces a negative change in the local concentration within that volume

Substituting the equation for the flux J produces the Mason–Weaver equation

The dimensionless Mason–Weaver equation

The parameters D, s and g determine a length scale

and a time scale

Defining the dimensionless variables and , the Mason–Weaver equation becomes

subject to the boundary conditions

at the top and bottom of the cell, and , respectively.

Solution of the Mason–Weaver equation

This partial differential equation may be solved by separation of variables. Defining , we obtain two ordinary differential equations coupled by a constant

where acceptable values of are defined by the boundary conditions

at the upper and lower boundaries, and , respectively. Since the T equation has the solution , where is a constant, the Mason–Weaver equation is reduced to solving for the function .

The ordinary differential equation for P and its boundary conditions satisfy the criteria for a Sturm–Liouville problem, from which several conclusions follow. First, there is a discrete set of orthonormal eigenfunctions that satisfy the ordinary differential equation and boundary conditions. Second, the corresponding eigenvalues are real, bounded below by a lowest eigenvalue and grow asymptotically like where the nonnegative integer k is the rank of the eigenvalue. (In our case, the lowest eigenvalue is zero, corresponding to the equilibrium solution.) Third, the eigenfunctions form a complete set; any solution for can be expressed as a weighted sum of the eigenfunctions

where are constant coefficients determined from the initial distribution

At equilibrium, (by definition) and the equilibrium concentration distribution is

which agrees with the Boltzmann distribution. The function satisfies the ordinary differential equation and boundary conditions at all values of (as may be verified by substitution), and the constant B may be determined from the total amount of solute

To find the non-equilibrium values of the eigenvalues , we proceed as follows. The P equation has the form of a simple harmonic oscillator with solutions where

Depending on the value of , is either purely real () or purely imaginary (). Only one purely imaginary solution can satisfy the boundary conditions, namely, the equilibrium solution. Hence, the non-equilibrium eigenfunctions can be written as

where A and B are constants and is real and strictly positive.

By introducing the oscillator amplitude and phase as new variables,

the second-order equation for P is factored into two simple first-order equations

Remarkably, the transformed boundary conditions are independent of and the endpoints and

Therefore, we obtain an equation

giving an exact solution for the frequencies

The eigenfrequencies are positive as required, since , and comprise the set of harmonics of the fundamental frequency . Finally, the eigenvalues can be derived from

Taken together, the non-equilibrium components of the solution correspond to a Fourier series decomposition of the initial concentration distribution multiplied by the weighting function . Each Fourier component decays independently as , where is given above in terms of the Fourier series frequencies .

See also

  • Lamm equation
  • The Archibald approach , and a simpler presentation of the basic physics of the Mason-Weaver equation than the original. [2]

References

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