non-newtonian flow in porous media

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PERM Group Imperial College London PERM Group Imperial College London Non-Newtonian Flow in Porous Non-Newtonian Flow in Porous Media Media Taha Sochi & Martin Blunt Taha Sochi & Martin Blunt Non-Newtonian Fluid Non-Newtonian Fluid Shear stress is not Shear stress is not proportional to shear proportional to shear rate: rate: Three groups of behaviour: Three groups of behaviour: 1. 1. Time-independent: shear rate Time-independent: shear rate depends only on instantaneous depends only on instantaneous stress. stress. 2. 2. Time-dependent: shear rate is Time-dependent: shear rate is function of magnitude & function of magnitude & duration of shear. duration of shear. 3. 3. Viscoelastic: Shows partial Viscoelastic: Shows partial elastic recovery on removal of elastic recovery on removal of stress. stress. Herschel Model Herschel Model C C n n Shear stress Shear stress Yield stress Yield stress C C Consistency factor Consistency factor Shear rate Shear rate n n Flow behaviour Flow behaviour index index Herschel classes: Herschel classes: Flow rate in cylindrical Flow rate in cylindrical tube: tube: 1/n 1 τ 1/n 2 ) τ 1/n 3 ) τ τ τ ΔP L C Q 2 o o w o 2 o w o w 3 1/n n 1 1 C C n n Herschel Herschel parameters parameters L L Tube length Tube length P P Pressure Pressure difference difference w w PR/2L PR/2L ( ( R = R = tube tube radius) radius) Berea network Berea network Sand pack network Sand pack network (after Xavier (after Xavier Lopez) Lopez) Comparison with Single Tube Comparison with Single Tube Fluid with Yield Stress Fluid with Yield Stress 3mm 3mm Equivalent single tube Equivalent single tube 2.5mm 2.5mm Equivalent single tube Equivalent single tube Network Modelling Network Modelling 1. 1. Obtain 3D image of the pore Obtain 3D image of the pore space. space. 2. 2. Build a topologically- Build a topologically- equivalent network in terms equivalent network in terms of pore sizes, shapes and of pore sizes, shapes and connectivity. connectivity. 3. 3. Account for non-circularity, Account for non-circularity, when calculating when calculating Q Q for for cylinder, by using cylinder, by using equivalent radius: equivalent radius: 4 / 1 8 G R eq 4.Start with initial guess for 4.Start with initial guess for viscosity in each network viscosity in each network element. element. 5.Invoke conservation of 5.Invoke conservation of volume and hence solve the volume and hence solve the pressure field. pressure field. 6.Update viscosity using 6.Update viscosity using Herschel expression with Herschel expression with pseudo-Poiseuille pseudo-Poiseuille definition. definition. 7.Recompute the pressure using 7.Recompute the pressure using the updated viscosities. the updated viscosities. 8.Iterate until convergence is 8.Iterate until convergence is achieved when specified achieved when specified tolerance error in total tolerance error in total Q Q is is reached. reached. Experimental Results Experimental Results Chase: Chase: 9 datasets for 9 datasets for Bingham aqueous solution Bingham aqueous solution of Carbopol 941 in column of Carbopol 941 in column of glass beads. of glass beads. Sample: Sample: Al-Fariss: Al-Fariss: 16 datasets for 16 datasets for waxy & crude oils in 2 waxy & crude oils in 2 packed beds of sand. Data packed beds of sand. Data is found inconsistent. is found inconsistent. Sample: Sample: Why Network Yields Why Network Yields First First Future Work Future Work 1.Modelling 1.Modelling viscoelasticity. viscoelasticity. 2.Including more physics, 2.Including more physics, e.g. e.g. adsorption & wall adsorption & wall exclusion. exclusion. 3.Modelling 2-phase 3.Modelling 2-phase flow with flow with two non-Newtonian two non-Newtonian fluids. fluids. References References Skelland A. Non-Newtonian Flow and Heat Skelland A. Non-Newtonian Flow and Heat Transfer. Transfer. M. Blunt M. Blunt et al. et al. Detailed Physics, Detailed Physics, Predictive Predictive Capabilities and Macroscopic Capabilities and Macroscopic Consequences for Consequences for Pore-Network Models of Multiphase Flow. Pore-Network Models of Multiphase Flow. Sorbie K. Polymer-Improved Oil Recovery. Sorbie K. Polymer-Improved Oil Recovery. Lopez X. Pore-Scale Modelling of Non- Lopez X. Pore-Scale Modelling of Non- Newtonian Newtonian Flow. Flow. Valvatne P. Predictive Pore-Scale Valvatne P. Predictive Pore-Scale Modelling of Modelling of Multiphase Flow. Multiphase Flow. G. Chase G. Chase et al. et al. Incompressible Cake Incompressible Cake Filtration of a Filtration of a Yield stress Fluid. Yield stress Fluid. T. Al-Fariss et al. Flow of Shear-Thinning

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PERM Group Imperial College LondonPERM Group Imperial College London

Non-Newtonian Flow in Porous MediaNon-Newtonian Flow in Porous Media

Taha Sochi & Martin BluntTaha Sochi & Martin Blunt

Non-Newtonian FluidNon-Newtonian FluidShear stress is not proportional Shear stress is not proportional to shear rate: to shear rate: ≠≠

Three groups of behaviour:Three groups of behaviour:1.1. Time-independent: shear rate depends Time-independent: shear rate depends

only on instantaneous stress.only on instantaneous stress.

2.2. Time-dependent: shear rate is function Time-dependent: shear rate is function of magnitude & duration of shear.of magnitude & duration of shear.

3.3. Viscoelastic: Shows partial elastic Viscoelastic: Shows partial elastic recovery on removal of stress.recovery on removal of stress.

Herschel ModelHerschel ModelCCnn

Shear stressShear stressYield stressYield stressC C Consistency factorConsistency factorShear rateShear ratenn Flow behaviour index Flow behaviour index

Herschel classes:Herschel classes:

Flow rate in cylindrical tube:Flow rate in cylindrical tube:

1/n1τ

1/n2)τ(τ2τ

1/n3)τ(τττ

ΔPL

C8πQ

2

oowo2

owow

3

1/n

n11

C C nn Herschel parameters Herschel parametersL L Tube lengthTube lengthP P Pressure differencePressure differenceww PR/2L PR/2L ((R =R = tube radius) tube radius)

Berea networkBerea network Sand pack networkSand pack network

(after Xavier Lopez)(after Xavier Lopez)

Comparison with Single TubeComparison with Single Tube

Fluid with Yield StressFluid with Yield Stress

3mm3mm

Equivalent single tubeEquivalent single tube

2.5mm2.5mm

Equivalent single tubeEquivalent single tube

Network ModellingNetwork Modelling1.1. Obtain 3D image of the pore space.Obtain 3D image of the pore space.

2.2. Build a topologically-equivalent Build a topologically-equivalent network in terms of pore sizes, network in terms of pore sizes, shapes and connectivity.shapes and connectivity.

3.3. Account for non-circularity, when Account for non-circularity, when calculating calculating QQ for cylinder, by using for cylinder, by using equivalent radius:equivalent radius:

4/18

GReq

4.Start with initial guess for viscosity 4.Start with initial guess for viscosity in each network element.in each network element.

5.Invoke conservation of volume and 5.Invoke conservation of volume and hence solve the pressure field.hence solve the pressure field.

6.Update viscosity using Herschel 6.Update viscosity using Herschel expression with pseudo-Poiseuille expression with pseudo-Poiseuille definition.definition.

7.Recompute the pressure using the 7.Recompute the pressure using the updated viscosities.updated viscosities.

8.Iterate until convergence is 8.Iterate until convergence is achieved when specified tolerance achieved when specified tolerance error in total error in total QQ is reached.is reached.

9.Obtain total flow rate and apparent 9.Obtain total flow rate and apparent viscosity.viscosity.

Experimental ResultsExperimental ResultsChase:Chase: 9 datasets for Bingham 9 datasets for Bingham aqueous solution of Carbopol aqueous solution of Carbopol 941 in column of glass beads.941 in column of glass beads.

Sample:Sample:

Al-Fariss:Al-Fariss: 16 datasets for waxy & 16 datasets for waxy & crude oils in 2 packed beds of crude oils in 2 packed beds of sand. Data is found inconsistent. sand. Data is found inconsistent.

Sample:Sample:

Why Network Yields FirstWhy Network Yields First

Future WorkFuture Work1.Modelling viscoelasticity.1.Modelling viscoelasticity.2.Including more physics, e.g. 2.Including more physics, e.g. adsorption & wall exclusion.adsorption & wall exclusion.3.Modelling 2-phase flow with3.Modelling 2-phase flow with two non-Newtonian fluids.two non-Newtonian fluids.

ReferencesReferences• Skelland A. Non-Newtonian Flow and Heat Transfer.Skelland A. Non-Newtonian Flow and Heat Transfer.• M. Blunt M. Blunt et al. et al. Detailed Physics, PredictiveDetailed Physics, Predictive Capabilities and Macroscopic Consequences for Capabilities and Macroscopic Consequences for Pore-Network Models of Multiphase Flow.Pore-Network Models of Multiphase Flow.• Sorbie K. Polymer-Improved Oil Recovery.Sorbie K. Polymer-Improved Oil Recovery.• Lopez X. Pore-Scale Modelling of Non-NewtonianLopez X. Pore-Scale Modelling of Non-Newtonian Flow.Flow.• Valvatne P. Predictive Pore-Scale Modelling ofValvatne P. Predictive Pore-Scale Modelling of Multiphase Flow.Multiphase Flow.• G. Chase G. Chase et al. et al. Incompressible Cake Filtration of a Incompressible Cake Filtration of a Yield stress Fluid.Yield stress Fluid.• T. Al-Fariss T. Al-Fariss et al. et al. Flow of Shear-Thinning LiquidFlow of Shear-Thinning Liquid With Yield Stress Through Porous Media.With Yield Stress Through Porous Media.