Mason–Weaver equation
   HOME

TheInfoList



OR:

The Mason–Weaver equation (named after
Max Mason Charles Max Mason (–), better known as Max Mason, was an American mathematician. Mason was president of the University of Chicago (1925–1928) and president of the Rockefeller Foundation (1929–1936). Mason's mathematical research inte ...
and
Warren Weaver Warren Weaver (July 17, 1894 – November 24, 1978) was an American scientist, mathematician, and science administrator. He is widely recognized as one of the pioneers of machine translation and as an important figure in creating support for scien ...
) describes the
sedimentation Sedimentation is the deposition of sediments. It takes place when particles in suspension settle out of the fluid in which they are entrained and come to rest against a barrier. This is due to their motion through the fluid in response to the ...
and
diffusion Diffusion is the net movement of anything (for example, atoms, ions, molecules, energy) generally from a region of higher concentration to a region of lower concentration. Diffusion is driven by a gradient in Gibbs free energy or chemical ...
of solutes under a uniform
force In physics, a force is an influence that can change the motion of an object. A force can cause an object with mass to change its velocity (e.g. moving from a state of rest), i.e., to accelerate. Force can also be described intuitively as a ...
, usually a
gravitation In physics, gravity () is a fundamental interaction which causes mutual attraction between all things with mass or energy. Gravity is, by far, the weakest of the four fundamental interactions, approximately 1038 times weaker than the stron ...
al field. Assuming that the
gravitation In physics, gravity () is a fundamental interaction which causes mutual attraction between all things with mass or energy. Gravity is, by far, the weakest of the four fundamental interactions, approximately 1038 times weaker than the stron ...
al field is aligned in the ''z'' direction (Fig. 1), the Mason–Weaver equation may be written : \frac = D \frac + sg \frac where ''t'' is the time, ''c'' is the
solute In chemistry, a solution is a special type of homogeneous mixture composed of two or more substances. In such a mixture, a solute is a substance dissolved in another substance, known as a solvent. If the attractive forces between the solvent ...
concentration In chemistry, concentration is the abundance of a constituent divided by the total volume of a mixture. Several types of mathematical description can be distinguished: '' mass concentration'', '' molar concentration'', ''number concentration'', ...
(moles per unit length in the ''z''-direction), and the parameters ''D'', ''s'', and ''g'' represent the
solute In chemistry, a solution is a special type of homogeneous mixture composed of two or more substances. In such a mixture, a solute is a substance dissolved in another substance, known as a solvent. If the attractive forces between the solvent ...
diffusion constant, sedimentation coefficient and the (presumed constant)
acceleration In mechanics, acceleration is the rate of change of the velocity of an object with respect to time. Accelerations are vector quantities (in that they have magnitude and direction). The orientation of an object's acceleration is given by ...
of
gravity In physics, gravity () is a fundamental interaction which causes mutual attraction between all things with mass or energy. Gravity is, by far, the weakest of the four fundamental interactions, approximately 1038 times weaker than the stro ...
, respectively. The Mason–Weaver equation is complemented by the
boundary conditions In mathematics, in the field of differential equations, a boundary value problem is a differential equation together with a set of additional constraints, called the boundary conditions. A solution to a boundary value problem is a solution to th ...
: D \frac + s g c = 0 at the top and bottom of the cell, denoted as z_a and z_b, respectively (Fig. 1). These
boundary conditions In mathematics, in the field of differential equations, a boundary value problem is a differential equation together with a set of additional constraints, called the boundary conditions. A solution to a boundary value problem is a solution to th ...
correspond to the physical requirement that no
solute In chemistry, a solution is a special type of homogeneous mixture composed of two or more substances. In such a mixture, a solute is a substance dissolved in another substance, known as a solvent. If the attractive forces between the solvent ...
pass through the top and bottom of the cell, i.e., that the
flux Flux describes any effect that appears to pass or travel (whether it actually moves or not) through a surface or substance. Flux is a concept in applied mathematics and vector calculus which has many applications to physics. For transport ...
there be zero. The cell is assumed to be rectangular and aligned with the Cartesian axes (Fig. 1), so that the net
flux Flux describes any effect that appears to pass or travel (whether it actually moves or not) through a surface or substance. Flux is a concept in applied mathematics and vector calculus which has many applications to physics. For transport ...
through the side walls is likewise zero. Hence, the total amount of
solute In chemistry, a solution is a special type of homogeneous mixture composed of two or more substances. In such a mixture, a solute is a substance dissolved in another substance, known as a solvent. If the attractive forces between the solvent ...
in the cell : N_\text = \int_^ \, dz \ c(z, t) is conserved, i.e., dN_\text/dt = 0.


Derivation of the Mason–Weaver equation

A typical particle of
mass Mass is an intrinsic property of a body. It was traditionally believed to be related to the quantity of matter in a physical body, until the discovery of the atom and particle physics. It was found that different atoms and different ele ...
''m'' moving with vertical
velocity Velocity is the directional speed of an object in motion as an indication of its rate of change in position as observed from a particular frame of reference and as measured by a particular standard of time (e.g. northbound). Velocity i ...
''v'' is acted upon by three
force In physics, a force is an influence that can change the motion of an object. A force can cause an object with mass to change its velocity (e.g. moving from a state of rest), i.e., to accelerate. Force can also be described intuitively as a ...
s (Fig. 1): the
drag force In fluid dynamics, drag (sometimes called air resistance, a type of friction, or fluid resistance, another type of friction or fluid friction) is a force acting opposite to the relative motion of any object moving with respect to a surrounding flu ...
f v, the force of
gravity In physics, gravity () is a fundamental interaction which causes mutual attraction between all things with mass or energy. Gravity is, by far, the weakest of the four fundamental interactions, approximately 1038 times weaker than the stro ...
m g and the
buoyant force Buoyancy (), or upthrust, is an upward force exerted by a fluid that opposes the weight of a partially or fully immersed object. In a column of fluid, pressure increases with depth as a result of the weight of the overlying fluid. Thus the pr ...
\rho V g, where ''g'' is the
acceleration In mechanics, acceleration is the rate of change of the velocity of an object with respect to time. Accelerations are vector quantities (in that they have magnitude and direction). The orientation of an object's acceleration is given by ...
of
gravity In physics, gravity () is a fundamental interaction which causes mutual attraction between all things with mass or energy. Gravity is, by far, the weakest of the four fundamental interactions, approximately 1038 times weaker than the stro ...
, ''V'' is the
solute In chemistry, a solution is a special type of homogeneous mixture composed of two or more substances. In such a mixture, a solute is a substance dissolved in another substance, known as a solvent. If the attractive forces between the solvent ...
particle volume and \rho is the
solvent A solvent (s) (from the Latin '' solvō'', "loosen, untie, solve") is a substance that dissolves a solute, resulting in a solution. A solvent is usually a liquid but can also be a solid, a gas, or a supercritical fluid. Water is a solvent for ...
density Density (volumetric mass density or specific mass) is the substance's mass per unit of volume. The symbol most often used for density is ''ρ'' (the lower case Greek letter rho), although the Latin letter ''D'' can also be used. Mathematicall ...
. At equilibrium (typically reached in roughly 10 ns for
molecular A molecule is a group of two or more atoms held together by attractive forces known as chemical bonds; depending on context, the term may or may not include ions which satisfy this criterion. In quantum physics, organic chemistry, and bio ...
solutes In chemistry, a solution is a special type of homogeneous mixture composed of two or more substances. In such a mixture, a solute is a substance dissolved in another substance, known as a solvent. If the attractive forces between the solven ...
), the particle attains a
terminal velocity Terminal velocity is the maximum velocity (speed) attainable by an object as it falls through a fluid ( air is the most common example). It occurs when the sum of the drag force (''Fd'') and the buoyancy is equal to the downward force of grav ...
v_\text where the three
force In physics, a force is an influence that can change the motion of an object. A force can cause an object with mass to change its velocity (e.g. moving from a state of rest), i.e., to accelerate. Force can also be described intuitively as a ...
s are balanced. Since ''V'' equals the particle
mass Mass is an intrinsic property of a body. It was traditionally believed to be related to the quantity of matter in a physical body, until the discovery of the atom and particle physics. It was found that different atoms and different ele ...
''m'' times its partial specific volume \bar, the equilibrium condition may be written as : f v_\text = m (1 - \bar \rho) g \ \stackrel\ m_b g where m_b is the buoyant mass. We define the Mason–Weaver sedimentation coefficient s \ \stackrel\ m_b / f = v_\text/g. Since the
drag coefficient In fluid dynamics, the drag coefficient (commonly denoted as: c_\mathrm, c_x or c_) is a dimensionless quantity that is used to quantify the drag or resistance of an object in a fluid environment, such as air or water. It is used in the drag e ...
''f'' is related to the diffusion constant ''D'' by the Einstein relation : D = \frac f , the ratio of ''s'' and ''D'' equals : \frac = \frac where k_B is the
Boltzmann constant The Boltzmann constant ( or ) is the proportionality factor that relates the average relative kinetic energy of particles in a gas with the thermodynamic temperature of the gas. It occurs in the definitions of the kelvin and the gas constan ...
and ''T'' is the
temperature Temperature is a physical quantity that expresses quantitatively the perceptions of hotness and coldness. Temperature is measured with a thermometer. Thermometers are calibrated in various temperature scales that historically have relied o ...
in
kelvin The kelvin, symbol K, is the primary unit of temperature in the International System of Units (SI), used alongside its prefixed forms and the degree Celsius. It is named after the Belfast-born and University of Glasgow-based engineer and ...
s. The
flux Flux describes any effect that appears to pass or travel (whether it actually moves or not) through a surface or substance. Flux is a concept in applied mathematics and vector calculus which has many applications to physics. For transport ...
''J'' at any point is given by : J = -D \frac - v_\text c = -D \frac - s g c. The first term describes the
flux Flux describes any effect that appears to pass or travel (whether it actually moves or not) through a surface or substance. Flux is a concept in applied mathematics and vector calculus which has many applications to physics. For transport ...
due to
diffusion Diffusion is the net movement of anything (for example, atoms, ions, molecules, energy) generally from a region of higher concentration to a region of lower concentration. Diffusion is driven by a gradient in Gibbs free energy or chemical ...
down a
concentration In chemistry, concentration is the abundance of a constituent divided by the total volume of a mixture. Several types of mathematical description can be distinguished: '' mass concentration'', '' molar concentration'', ''number concentration'', ...
gradient, whereas the second term describes the convective flux due to the average velocity v_\text of the particles. A positive net
flux Flux describes any effect that appears to pass or travel (whether it actually moves or not) through a surface or substance. Flux is a concept in applied mathematics and vector calculus which has many applications to physics. For transport ...
out of a small volume produces a negative change in the local
concentration In chemistry, concentration is the abundance of a constituent divided by the total volume of a mixture. Several types of mathematical description can be distinguished: '' mass concentration'', '' molar concentration'', ''number concentration'', ...
within that volume : \frac = -\frac. Substituting the equation for the
flux Flux describes any effect that appears to pass or travel (whether it actually moves or not) through a surface or substance. Flux is a concept in applied mathematics and vector calculus which has many applications to physics. For transport ...
''J'' produces the Mason–Weaver equation : \frac = D \frac + sg \frac.


The dimensionless Mason–Weaver equation

The parameters ''D'', ''s'' and ''g'' determine a length scale z_0 : z_0 \ \stackrel\ \frac and a time scale t_0 : t_0 \ \stackrel\ \frac Defining the
dimensionless A dimensionless quantity (also known as a bare quantity, pure quantity, or scalar quantity as well as quantity of dimension one) is a quantity to which no physical dimension is assigned, with a corresponding SI unit of measurement of one (or 1) ...
variables \zeta \ \stackrel\ z/z_0 and \tau \ \stackrel\ t/t_0, the Mason–Weaver equation becomes : \frac = \frac + \frac subject to the
boundary conditions In mathematics, in the field of differential equations, a boundary value problem is a differential equation together with a set of additional constraints, called the boundary conditions. A solution to a boundary value problem is a solution to th ...
: \frac + c = 0 at the top and bottom of the cell, \zeta_a and \zeta_b, respectively.


Solution of the Mason–Weaver equation

This partial differential equation may be solved by
separation of variables In mathematics, separation of variables (also known as the Fourier method) is any of several methods for solving ordinary and partial differential equations, in which algebra allows one to rewrite an equation so that each of two variables occurs ...
. Defining c(\zeta,\tau) \ \stackrel\ e^ T(\tau) P(\zeta), we obtain two ordinary differential equations coupled by a constant \beta : \frac + \beta T = 0 : \frac + \left \beta - \frac 1 4 \rightP = 0 where acceptable values of \beta are defined by the
boundary conditions In mathematics, in the field of differential equations, a boundary value problem is a differential equation together with a set of additional constraints, called the boundary conditions. A solution to a boundary value problem is a solution to th ...
: \frac + \frac P = 0 at the upper and lower boundaries, \zeta_a and \zeta_b, respectively. Since the ''T'' equation has the solution T(\tau) = T_0 e^, where T_0 is a constant, the Mason–Weaver equation is reduced to solving for the function P(\zeta). The
ordinary differential equation In mathematics, an ordinary differential equation (ODE) is a differential equation whose unknown(s) consists of one (or more) function(s) of one variable and involves the derivatives of those functions. The term ''ordinary'' is used in contrast ...
for ''P'' and its
boundary conditions In mathematics, in the field of differential equations, a boundary value problem is a differential equation together with a set of additional constraints, called the boundary conditions. A solution to a boundary value problem is a solution to th ...
satisfy the criteria for a Sturm–Liouville problem, from which several conclusions follow. First, there is a discrete set of
orthonormal In linear algebra, two vectors in an inner product space are orthonormal if they are orthogonal (or perpendicular along a line) unit vectors. A set of vectors form an orthonormal set if all vectors in the set are mutually orthogonal and all of ...
eigenfunction In mathematics, an eigenfunction of a linear operator ''D'' defined on some function space is any non-zero function f in that space that, when acted upon by ''D'', is only multiplied by some scaling factor called an eigenvalue. As an equation, th ...
s P_k(\zeta) that satisfy the
ordinary differential equation In mathematics, an ordinary differential equation (ODE) is a differential equation whose unknown(s) consists of one (or more) function(s) of one variable and involves the derivatives of those functions. The term ''ordinary'' is used in contrast ...
and
boundary conditions In mathematics, in the field of differential equations, a boundary value problem is a differential equation together with a set of additional constraints, called the boundary conditions. A solution to a boundary value problem is a solution to th ...
. Second, the corresponding
eigenvalue In linear algebra, an eigenvector () or characteristic vector of a linear transformation is a nonzero vector that changes at most by a scalar factor when that linear transformation is applied to it. The corresponding eigenvalue, often denote ...
s \beta_k are real, bounded below by a lowest
eigenvalue In linear algebra, an eigenvector () or characteristic vector of a linear transformation is a nonzero vector that changes at most by a scalar factor when that linear transformation is applied to it. The corresponding eigenvalue, often denote ...
\beta_0 and grow asymptotically like k^ where the nonnegative integer ''k'' is the rank of the
eigenvalue In linear algebra, an eigenvector () or characteristic vector of a linear transformation is a nonzero vector that changes at most by a scalar factor when that linear transformation is applied to it. The corresponding eigenvalue, often denote ...
. (In our case, the lowest eigenvalue is zero, corresponding to the equilibrium solution.) Third, the
eigenfunction In mathematics, an eigenfunction of a linear operator ''D'' defined on some function space is any non-zero function f in that space that, when acted upon by ''D'', is only multiplied by some scaling factor called an eigenvalue. As an equation, th ...
s form a complete set; any solution for c(\zeta, \tau) can be expressed as a weighted sum of the
eigenfunction In mathematics, an eigenfunction of a linear operator ''D'' defined on some function space is any non-zero function f in that space that, when acted upon by ''D'', is only multiplied by some scaling factor called an eigenvalue. As an equation, th ...
s : c(\zeta, \tau) = \sum_^\infty c_k P_k(\zeta) e^ where c_k are constant coefficients determined from the initial distribution c(\zeta, \tau=0) : c_k = \int_^ d\zeta \ c(\zeta, \tau=0) e^ P_k(\zeta) At equilibrium, \beta=0 (by definition) and the equilibrium concentration distribution is : e^ P_0(\zeta) = B e^ = B e^ which agrees with the
Boltzmann distribution In statistical mechanics and mathematics, a Boltzmann distribution (also called Gibbs distribution Translated by J.B. Sykes and M.J. Kearsley. See section 28) is a probability distribution or probability measure that gives the probability th ...
. The P_0(\zeta) function satisfies the
ordinary differential equation In mathematics, an ordinary differential equation (ODE) is a differential equation whose unknown(s) consists of one (or more) function(s) of one variable and involves the derivatives of those functions. The term ''ordinary'' is used in contrast ...
and
boundary conditions In mathematics, in the field of differential equations, a boundary value problem is a differential equation together with a set of additional constraints, called the boundary conditions. A solution to a boundary value problem is a solution to th ...
at all values of \zeta (as may be verified by substitution), and the constant ''B'' may be determined from the total amount of
solute In chemistry, a solution is a special type of homogeneous mixture composed of two or more substances. In such a mixture, a solute is a substance dissolved in another substance, known as a solvent. If the attractive forces between the solvent ...
: B = N_\text \left( \frac D \right) \left( \frac 1 \right) To find the non-equilibrium values of the
eigenvalue In linear algebra, an eigenvector () or characteristic vector of a linear transformation is a nonzero vector that changes at most by a scalar factor when that linear transformation is applied to it. The corresponding eigenvalue, often denote ...
s \beta_k, we proceed as follows. The P equation has the form of a simple
harmonic oscillator In classical mechanics, a harmonic oscillator is a system that, when displaced from its equilibrium position, experiences a restoring force ''F'' proportional to the displacement ''x'': \vec F = -k \vec x, where ''k'' is a positive const ...
with solutions P(\zeta) = e^ where : \omega_k = \pm \sqrt Depending on the value of \beta_k, \omega_k is either purely real (\beta_k\geq\frac 1 4) or purely imaginary (\beta_k < \frac 1 4). Only one purely imaginary solution can satisfy the
boundary conditions In mathematics, in the field of differential equations, a boundary value problem is a differential equation together with a set of additional constraints, called the boundary conditions. A solution to a boundary value problem is a solution to th ...
, namely, the equilibrium solution. Hence, the non-equilibrium
eigenfunctions In mathematics, an eigenfunction of a linear operator ''D'' defined on some function space is any non-zero function f in that space that, when acted upon by ''D'', is only multiplied by some scaling factor called an eigenvalue. As an equation, th ...
can be written as : P(\zeta) = A \cos + B \sin where ''A'' and ''B'' are constants and \omega is real and strictly positive. By introducing the oscillator
amplitude The amplitude of a periodic variable is a measure of its change in a single period (such as time or spatial period). The amplitude of a non-periodic signal is its magnitude compared with a reference value. There are various definitions of am ...
\rho and phase \varphi as new variables, : u \ \stackrel\ \rho \sin(\varphi) \ \stackrel\ P : v \ \stackrel\ \rho \cos(\varphi) \ \stackrel\ - \frac 1 \omega \left( \frac \right) : \rho \ \stackrel\ u^2 + v^2 : \tan(\varphi) \ \stackrel\ v / u the second-order equation for ''P'' is factored into two simple first-order equations : \frac = 0 : \frac = \omega Remarkably, the transformed
boundary conditions In mathematics, in the field of differential equations, a boundary value problem is a differential equation together with a set of additional constraints, called the boundary conditions. A solution to a boundary value problem is a solution to th ...
are independent of \rho and the endpoints \zeta_a and \zeta_b : \tan(\varphi_a) = \tan(\varphi_b) = \frac 1 Therefore, we obtain an equation : \varphi_a - \varphi_b + k\pi = k\pi = \int_^ d\zeta \ \frac = \omega_k (\zeta_a - \zeta_b) giving an exact solution for the frequencies \omega_k : \omega_k = \frac The eigenfrequencies \omega_k are positive as required, since \zeta_a > \zeta_b, and comprise the set of
harmonic A harmonic is a wave with a frequency that is a positive integer multiple of the ''fundamental frequency'', the frequency of the original periodic signal, such as a sinusoidal wave. The original signal is also called the ''1st harmonic'', t ...
s of the
fundamental frequency The fundamental frequency, often referred to simply as the ''fundamental'', is defined as the lowest frequency of a periodic waveform. In music, the fundamental is the musical pitch of a note that is perceived as the lowest partial present. I ...
\omega_1 \ \stackrel\ \pi/(\zeta_a - \zeta_b). Finally, the
eigenvalue In linear algebra, an eigenvector () or characteristic vector of a linear transformation is a nonzero vector that changes at most by a scalar factor when that linear transformation is applied to it. The corresponding eigenvalue, often denote ...
s \beta_k can be derived from \omega_k : \beta_k = \omega_k^2 + \frac 1 4 Taken together, the non-equilibrium components of the solution correspond to a
Fourier series A Fourier series () is a summation of harmonically related sinusoidal functions, also known as components or harmonics. The result of the summation is a periodic function whose functional form is determined by the choices of cycle length (or '' ...
decomposition of the initial concentration distribution c(\zeta, \tau=0) multiplied by the
weighting function A weight function is a mathematical device used when performing a sum, integral, or average to give some elements more "weight" or influence on the result than other elements in the same set. The result of this application of a weight function is ...
e^. Each Fourier component decays independently as e^, where \beta_k is given above in terms of the
Fourier series A Fourier series () is a summation of harmonically related sinusoidal functions, also known as components or harmonics. The result of the summation is a periodic function whose functional form is determined by the choices of cycle length (or '' ...
frequencies \omega_k.


See also

*
Lamm equation The Lamm equationO Lamm: (1929) "Die Differentialgleichung der Ultrazentrifugierung"'' Arkiv för matematik, astronomi och fysik'' 21B No. 2, 1–4 describes the sedimentation and diffusion of a solute under ultracentrifugation in traditional ...
* The Archibald approach, and a simpler presentation of the basic physics of the Mason–Weaver equation than the original.


References

{{DEFAULTSORT:Mason-Weaver equation Laboratory techniques Partial differential equations