Solute (and Suspension) Transport in Porous Media Patricia J Culligan Civil Engineering & Engineering Mechanics, Columbia University 1 Broad Definitions A solute is a substance that is dissolved in a liquid e.g., Sodium Chloride (NaCl) dissolved in water A suspension is a mixture in which fine particles are suspended in a fluid where they are supported by buoyancy e.g., Sub-micron sized organic matter in water 2 Approach to Modeling Section I: a) Build a microscopic balance equation for an Extensive Quantity in a single phase of a porous medium b) Use volume averaging techniques to “up-scale” the microscopic balance equation to a macroscopic level described by a representative elementary volume of the porous medium c) Examine balance equations for a two extensive quantities: a) fluid mass; b) solute mass 3 Section II: • Examine examine each specific term in the macroscopic balance equation for solute mass • Consider a few simplified versions of the solute mass balance equation 4 SECTION I Building the Balance Equation 5 Extensive Quantity, E A quantity that is additive over volume, U e.g., Fluid Mass, m water m = 2000 kg m = 1000 kg U = 1 m3 U = 2 m3 6 Porous Medium A material that contains a void space and a solid phase The void space can contain several fluid phases: Gas phase - air Aqueous liquid - water Non-aqueous liquid - oil A porous medium is a multi-phase material 7 Continuum Approach At the micro-scale, a porous medium is heterogeneous At any single point, 100% of one phase (e.g., solid phase) and 0% of all other phases (e.g., fluid phases) Continuum approach assumes that all phases are continuous within a REV of the porous media 100% Solid qs solid qf fluid 8 Representative Elementary Volume (REV) A sub-volume of a porous medium that has the “same” geometric configuration as the medium at a macroscopic scale Porosity, n Uvoids/U 9 Microscopic Balance Equation Consider the balance of E within a volume U of a continuous phase [visualize the balance of mass in a volume U of water] Velocity of E = uE E uE 10 Total Flux of E, uE Unit normal area tE J Total amount of E that passes through a unit area (A = 1) normal to uE per unit time (t = 1) If e = density of E (e = E/U), then amount of E that passes A e uE t A J eu tE E 11 Advective & Diffusive Flux of E If the phase carrying E has a velocity u then J tE euE eu J Eu euE JEu eu Flux of E relative to the advective flux - Diffusive flux 12 Balance for E in a Volume U Element of control surface ∂S uE Flux of E across ∂S = euE. Control volume, U 13 E Div(flux) = excess of outflow over inflow 14 Term (a) Rate of accumulation of E within U edU t U e t dU U Amount of E in each dU 15 Term (b) Net Influx of E into U through S (influx - outflux) eu . dS E S This can be re-written as .euE dU U 16 Term (c) Net production of E within U dU E U Where is the mass density of the phase and E is the rate of production of E per unit mass of the continuous phase 17 Balance Equation e E E ( t .eu )dU 0 U Shrink U to zero - balance equation for E at a point in a phase e Eu E .(eu J ) t Fluid mass: e = .(u) t 18 Balance for E per unit volume of continuous phase E e Eu E .(eu J ) t Advective Flux “Diffusive” Flux 19 Microscopic Processes We have thus defined three basic mechan is ms whic h a llow the den sit y, e, of an extens ive quan tit y E to change at a point in a continuou s phase within a porous medium, na me ly: 1 Advection with the average v elocity u of the con tinuou s pha se, 2 Diffusion, and 3 Production (or decay) within the continuous phas e. 20 Macroscopic Balance Equation E Volume Averaging 21 Continuous Phase = a Phase phase REV, volume Uo a a phase ua Use volume averaging to covert balance equation for E in the a phase to a balance equation for E in REV 22 Consider ua REV, Uo E At the micro-scale, quantities within Uo are heterogeneous (uaE)A ≠ (uaE)B A B a-phase Idea of volume averaging is to define an average value for uaE that represents this quantity for the REV 23 Intrinsic Phase Average We will use intrinsic phase averages in our balance equation for E in the REV The intrinsic phase average of e in the a phase is e a This is the total amount of E in the a phase averaged over the volume Uoa of the a phase 24 If a phase is a fluid phase and E = fluid mass m, e = density of the fluid mass in the a phase, a e a = average density of the fluid in the fluid phase of the REV mass U oa 25 REV is centered at x at time t e a is associated with x a a ˆ e(x',t : x) e (x,t) e (x',t : x) Intrinsic phase average of e Deviation from average 26 General Macroscopic Balance Equation a a a a a a (qa ea ) Ea ua Ea .qa (ea ua eˆa uˆ a J )qa a t 1 Ea ua (e (u u ) J ).dS a a a Uo S a 27 Macroscopic Processes We have now identifi ed five terms that can contribute toward a change in the macroscopic densit y o f a componen t within the a phase of an R EV: 1 2 3 4 5 Advection with the average (macroscopic) velocit y o f the a phase ; Dispersion relative to the ave rage advec tive flux ; Diffusion at the macroscopic leve l; Production (or decay) wit hin the pha se it self, and Macroscopic sources (or sinks) at the pha se bounda ries. 28 Mass Balance for a phase Ea = ma, ea = a and no internal or external sources or sinks for mass within the REV a a a a a (qa a ) ma ua ˆ a uˆ a J .qa ( a ua ) t Normal to assume that the advective flux dominates a a a (qa a ) .qa ( a ua ) t Solution of the mass balance equation provides ua a 29 Mass Balance for a g Component in the a phase Ea = mga the mass of solute in the a phase and ea = ag = c where c is the concentration of the solute (or suspension) a a a a a (qa c ) dg .qa (c ua cˆuˆ a Ja ) t qa a m ag a Sources in a phase - Divergence of Fluxes 1 dg (c (u u ) J a a a ).dS Uo S a Sinks at a phase boundary 30 Section II Development of a Working Mathematical Model for Solute Transport at the Macroscopic Scale 31 Approach Examine each of the terms that can contribute to a change in the average concentration of a solute c, within the fluid phase of an REV •Advective Transport •Dispersion •Diffusion •Sources and Sinks within the REV 32 Advective Transport of a Solute The rate at which solute mass is advected into a unit volume of porous medium is given by a a .qa (c ua ) For a saturated medium qa = n, the porosity of the medium. If n does not change with time (rigid medium): ua a k uf (Pf f g) n f 33 Steady-State uf Advective transport describes the average distance traveled by the solute mass in the porous medium c=1 L uf c=0 t=0 uf Solute mass transported an average distance L = uft by advection at constant uf t = L/uf 34 Phenomenon of Dispersion The dispersive flux of solute mass is represented by a ( cˆuˆ a ) Examine the behavior of a tracer (conservative solute) during transport at a steady-state velocity 35 Continuous Source c =1 c=0 uf c =1 c=0 uf Sharp front Transition zone c c = 0.5 t=0 t = t1 36 Point Source Observe spreading of solute mass in direction of flow and perpendicular to the direction of flow - hydrodynamic dispersion 37 Reasons for Spreading Microscopic heterogeneity in fluid velocity and chemical gradients Some solute mass travels faster than average, while some solute mass travels slower than average 38 Modeling Dispersion It is a working assumption that a cˆuˆ D.c a Where D is a dispersion coefficient (dim L2/T). For uniform porous media, D is usually assumed to be a product of a length (dispersivity) that characterizes the pore scale heterogeneity and fluid velocity For one-dimensional flow D = aL ux 39 Macroscopic Diffusion dg The solute flux due to average macroscopic diffusion Ja a is described by Fick’s Law dg Ja a D .c * d a Dd* = effective diffusion coefficient Diffusion transports solute mass from regions of high c to regions of lower c 40 Tortuosity Dd* < Dd because the phenomenon of tortuosity decreases the gradient in concentration that is driving the diffusion Dd* = T Dd , where T < 1 41 Hydrodynamic Dispersion Both macroscopic dispersive and diffusive fluxes are assumed to be proportional to c a Hence, their effects are combined by joining the two dispersion/ diffusion coefficients is a single Hydrodynamic Dispersion Coefficient D h D D *d The Behavior of Dh as a function of fluid velocity, u has been the subject of study for decades 42 One-Dimensional Flow Dh/Dd versus Pe Pe 0.4 10 uf d Dd Dh = D + Dd* 43 Sources and Sinks - at Solid Phase Boundary Solute particle reaches solid surface and possibly adheres to it ua fa 1 dg (c (u u ) J a a a ).dS Uo Sa Average rate of accumulation of solute mass on solid surface, S, per unit volume of porous medium as a result of flux from fluid phase 44 Macroscopic Equation for ∂S/∂t Define F: average mass of solute on solid phase per unit mass of solid phase ms U s SF Fsqs Us Uo (q ssF) fa other sources t Transfer across a surface Other sources/ sinks 45 For saturated medium, qs = (1-n) fa S (1 n)sF t t (no other sources) 46 Defining F or ∂F/∂t F or ∂F/∂t are usually linked to c, the solute concentration in the fluid phase, via sorption isotherms a) Equilibrium isotherms F K d ca Linear Equilibrium isotherm 47 Langmuir isotherm a K 3c F 1 K 4 c a b) non-linear equilibrium isotherm F a Kc t 48 Sources/ Sinks Within Fluid Phase May be due to any of the processes list ed below: 1 The actual injection or withdra wal of the a phase itself. 2 Radio active decay. 3 Biodegradation or growth due to bactertial activities. Chemical reaction of the solute with another (possible) component of the a phase . 49 Mass Balance Equation for a Single Component (qa c) (qssF) * g .qa (cu D.c Dd .c) Qa c i qa ka c t t -div (Fluxes) Rate of increase of solute mass per unit volume of pm Solute mass transfer to solid phase Sources/ sinks for solute mass in fluid phase 50 Saturated medium, conservative tracer (nc) .n(cu D hc) t Rigid, uniform medium c .(cu Dh c) t Advection - Dispersion Equation 51 1-D Transport, Rigid Medium, Linear Equilibrium Sorption c c c (1 n) sK d c Dh 2 u t x x n t 2 (1 n)sK d Rd 1 n Rd c 2c c Rd D h 2 u t x x 52 Influence of Various Processes Initial conditions Advection only Advection + Dispersion Advection , Dispersion, Sorption Advection , Dispersion, Sorption, Decay 53 Summary Microscale change in solute concentration at a point in a fluid is due to: Advection at fluid velocity Diffusion Production/ Decay within fluid phase Macroscale change in average solute concentration within the fluid phase of the REV is due to: Advection at average fluid velocity Dispersion Diffusion Production/ Decay within fluid phase Sorption on solid phase 54 Some Challenges (qa c) S * .qa (cu Dc Dd c) other sources t t Working assumption Little understood Deforming medium ? 55