Mass Transport Steven A. Jones BIEN 501 Friday, April 13, 2007 Louisiana Tech University Ruston, LA 71272 Slide 1 Mass Transport Major Learning Objectives: 1. Obtain the differential equations for mass transfer. 2. Compare and contrast these equations with heat transfer equations. 3. Apply the equations to nitric oxide transport in the body. Louisiana Tech University Ruston, LA 71272 Slide 2 Mass Transport Minor Learning Objectives: 1. Review Continuum. 2. Describe various definitions of concentration. 3. Write down the equation for conservation of mass for a single species and a multi-component system. 4. Obtain the solution for 1-dimensional diffusion of a substance with a linear reaction. 5. Linearize a nonlinear partial differential equation. 6. Apply the Laplace transform to a partial differential equation. Louisiana Tech University Ruston, LA 71272 Slide 3 Continuum Concept Properties are averaged over small regions of space. The number of blue circles moving left is larger than the number of blue circles moving right. We think of concentration as being a point value, but it is averaged over space. Louisiana Tech University Ruston, LA 71272 Slide 4 Time Derivative The Eulerian time derivative still applies. dB B v B dt t 1. For mass transport, B is usually a concentration. 2. There are various ways to refer to concentration. Louisiana Tech University Ruston, LA 71272 Slide 5 Expressions for Concentration Mass per Unit Volume. A g/cm3 Moles per Unit Volume. c A moles/cm3 Example: NO has molecular weight of 30 (one nitrogen, molecular weight 14 g/mole, one oxygen, molecular weight 16 g/mole). A 1 mg/liter solution of NO has a molar concentration of 1 mg/liter / 30 mg/mmole, or 33 nmole/liter. Mass fraction. A is the mass of species A divided by the total mass of all species. Molar fraction x(A) is the number of moles of species A divided by the total number of moles of all species. Louisiana Tech University Ruston, LA 71272 Slide 6 Expressions for Concentration To convert mass concentration to molar concentration, it is necessary to divide by the molar mass of the species. Two species may have the same mass concentration, but vastly different molar concentrations (e.g. NO vs. a large protein. If they had the same mass concentration, the molar concentration of the protein would be much smaller than the molar concentration of the NO). If we have a pure solution of something, then the mass fraction is 1. Similarly, molar fraction may be vastly different from the mass fraction. Louisiana Tech University Ruston, LA 71272 Slide 7 Properties of a Multicomponent Mixture N Density: A A1 1 N Mass-Averaged Velocity: v A v A A1 N A v A A v A A1 A1 N N Molar-Averaged Velocity: v x A v A o A1 Rate of reaction (rate of production): r A g/(cm3-s) Louisiana Tech University Ruston, LA 71272 Slide 8 Density of the System N To convince yourself that A A1 Consider the following thought experiment. Add 1 liter of water to 1 liter of another liquid with density 1.2 g/cm3. Although the density of water is 1 g/cm3, the density of water in the mixture is (1 liter x 1 g/cm3)/(2 liters). I.e., in the mixture, there is 0.5 g/cm3 of water. Similarly, there is 0.6 g/cm3 of the other liquid. The density of the mixture is then 0.5 g/cm3 + 0.6 g/cm3, or 1.1 g/cm3, as expected. It is important to remember that (A) is the density in the mixture (0.5 g/cm3 for water), not the density of the substance itself (1 g/cm3). Louisiana Tech University Ruston, LA 71272 Slide 9 Density + = 1 Liter 1 Liter 2 Liter Mass 1 Kg Mass 1.2 Kg Mass 2.2 Kg =1 Kg/L =1.2 Kg/L =1.1 Kg/L a =1 Kg/(2 L) = 0.5 Kg/L b =1.2 Kg/(2 L) = 0.6 Kg/L = a + b Louisiana Tech University Ruston, LA 71272 Slide 10 Conservation of Mass In terms of mass-averaged velocity, for a single species: A t A v A r A if n A A v A c A t c A v A A t r A M A n A r A For a the entire system: N v r A 0 t A1 Consequence of the individual mass balances, not an independent equation. Louisiana Tech University Ruston, LA 71272 The last equality is a result of conservation of mass. It would not hold for molar concentration. Slide 11 Species Velocity In c A t c A v A r A M A The difference between species velocity and mass averaged velocity adds an increased level of complexity. Consider two species, where one is dominant. N v A v A 1 v 1 2 v 2 A1 1 v 1 1 1 v 2 v 1 because 2 0 v 2 v 1 1 v 1 1 1 Louisiana Tech University Ruston, LA 71272 v (1) 1 1 1 1 v 1 I.e. velocity of both species will be about the same. Slide 12 Mass Flux With respect to a fixed coordinate system. With respect to a mass-averaged velocity. j A A v A v Which leads to A t A v j A r A Compare to slide 11: Louisiana Tech University Ruston, LA 71272 Tells us how rapidly substance A is moving with respect to the other substances. A t A v A r A Slide 13 Subtle Point If I have the following: z=0 Will there ever be any NO upstream of z=0? Louisiana Tech University Ruston, LA 71272 Slide 14 Fick’s Law of Diffusion In A t j A D A t A o AB Use Fick’s Law To get A v j A r A A v DoAB A r A Louisiana Tech University Ruston, LA 71272 Slide 15 Fick’s Law of Diffusion If density and diffusion coefficient are constant: A Becomes A v D t A t o AB A r A A v DoAB 2 A r A Which is like the equation for heat transfer. In many cases, the mass-averaged velocity will be uncoupled from the mass transport, so the equations can be solved independently of one another. Louisiana Tech University Ruston, LA 71272 Slide 16 Sources of Nonlinearity 1. Reaction rates may be nonlinear. I.e., reaction may depend on higher powers of concentration. r A k 2 A 2. When concentrations are high, changes in mass fractions may affect the overall density. E.g. for a 2-component system: B x B 1 A Louisiana Tech University Ruston, LA 71272 B 1 A Slide 17 Fick’s Law of Diffusion Then: 1 A o A v D AB A r A 1 t A A Louisiana Tech University Ruston, LA 71272 Slide 18 Example – Transport of NO Consider the diffusion of Nitric Oxide from a monolayer of platelets: cNO 0, z 0 NO O2 ONOO 2nd order reaction depends on O2 concentration. NO J NO t,0 J 0 ut (where J0 is constant) Louisiana Tech University Ruston, LA 71272 Slide 19 Example – Transport of NO The reaction between NO and O2- is nonlinear in that it is the product of the NO concentration and the O2concentration, and as NO is consumed, so is O2-. rA k1 O2 NO However, if we assume that the O2- concentration is constant, then we can “linearize” the equation such that: k k1 O2 Louisiana Tech University Ruston, LA 71272 rA k NO Slide 20 Transport of NO Modeling Assumptions 1. Platelets adhere in a monolayer along a wall placed at z=0 and simultaneously begin to produce NO with constant flux in the positive z – direction. 2. Diffusion obeys Fick’s law. 3. All densities and diffusion coefficients are constant. 4. The wall is infinite in width and height so that diffusion occurs in the z – direction only. 5. No convection. 6. Consumption of NO by O2- follows a first order reaction (not really). 7. Constant flux of NO from the monolayer. 8. Initial NO concentration is zero. 9. Concentration of NO at infinity is zero. Louisiana Tech University Ruston, LA 71272 Slide 21 Fick’s Law of Diffusion General Law: J Dc One-dimensional Diffusion: c J D z Louisiana Tech University Ruston, LA 71272 Slide 22 Fick’s Law of Diffusion Conservation of Mass: C A (t , z ) 2 C A (t , z ) D AB kCA (t , z ) 2 t z Rate of increase r A Diffusive transport Louisiana Tech University Ruston, LA 71272 Slide 23 Initial and Boundary Conditions 1. Initial concentration of NO throughout the medium is zero: C (0, z ) 0 2. The concentration must go to zero for large values of z. C (t , ) 0 3. The flux of NO through the surface at z=0 is constant and equal to J0 for all t > 0, i.e.: D AB C (t ,0) J 0 u t at z 0. z Where u(t) is the unit step function. Louisiana Tech University Ruston, LA 71272 Slide 24 Laplace Transform Property Recall that: df t L s L f t f 0 dt We will use L(s,z) to represent the Laplace transform of CA(t,z). Louisiana Tech University Ruston, LA 71272 Slide 25 Solution to the Governing Equation Use the Laplace transform to transform the time variable in the governing equations and boundary conditions. The governing PDE transforms from: C A (t , z ) 2 C A (t , z ) D AB kCA (t , z ) 2 t z To: sL( s, z ) C(0, z ) DAB L( s, z ) kL( s, z ) sk L( s, z ) 0 Or: L( s, z ) DAB Louisiana Tech University Ruston, LA 71272 d 2 Ls, z L( s, z ) dz 2 Slide 26 Transformed BC’s 1. Initial condition was already used when we transformed the equation. 2. The concentration must go to zero for large values of z. C(t, ) 0 Ls, 0 3. The flux of NO through the surface at z=0 is constant and equal to J0 for all t > 0, i.e.: D AB Louisiana Tech University Ruston, LA 71272 J0 C (t ,0) Ls,0 J 0 u t D AB z z s J0 or L s,0 D AB s Slide 27 Match Boundary Conditions With: sk L( s, z ) A exp z D AB sk B exp z D AB The 2nd term will go to infinity for infinite z, so B=0. Thus: sk L( s, z ) A exp z D AB To apply constant flux, we must differentiate: sk L( s; z ) A e D AB Louisiana Tech University Ruston, LA 71272 z s k DAB z 0 J0 J0 A D AB s s D AB s k Slide 28 Invert the Laplace Transform The solution for the Laplace transform is: L( s, z ) J0 s DAB s k z e sk D AB So the solution for the concentration is the inverse Laplace transform: C A (t , z ) Louisiana Tech University Ruston, LA 71272 J0 D AB z s k D AB e 1 L s s k Slide 29 Invert the Laplace Transform In the Laplace transform, division by powers of s is the same as integration in the time domain from 0 to t. The result of this application is: C A t , z J0 D AB Louisiana Tech University Ruston, LA 71272 z s k DAB e 1 L s s k K D AB z s k t DAB e 1 L 0 s k du Slide 30 Invert the Laplace Transform Now we can use the time shifting property of Laplace transforms: L 1 F ( s k ) e ktL 1 F ( s) C A t , z Louisiana Tech University Ruston, LA 71272 J0 D AB z s t D AB e ku 1 e L 0 s du Slide 31 Invert the Laplace Transform Compare the form of the inverse Laplace transform in: C A t , z J0 D AB z s t D AB e ku 1 e L 0 s du To the following form from a table of Laplace transforms: a2 4t a s e e 1 L t s Louisiana Tech University Ruston, LA 71272 with a z D AB Slide 32 Invert the Laplace Transform Then: z s DAB e L1 s z2 e 4 DABt t So: J0 C A (t , z ) D AB Louisiana Tech University Ruston, LA 71272 t 0 e z2 ku 4 D u AB u du Slide 33 Example Concentration Profiles 0.006 5s 0.005 Increasing time uM 0.004 0.003 0.002 0.001 0 0.1 Louisiana Tech University Ruston, LA 71272 1 10 um 100 1 10 3 Slide 34