15

Equation-Based Adsorption Modeling - COMSOL

  • Upload
    others

  • View
    12

  • Download
    0

Embed Size (px)

Citation preview

Page 1: Equation-Based Adsorption Modeling - COMSOL
Page 2: Equation-Based Adsorption Modeling - COMSOL

Equation-Based Adsorption Modeling for Aqueous Inorganic Species

in Cylindrical Porous Media

Jun Kim*, Amanda Morgott, Ziqi Wu, Amy Puroll, Michael Miles, William Stoner, Qilin Li

Access Business Group, LLC

Department of Civil and Environmental Engineering, Rice University

Page 3: Equation-Based Adsorption Modeling - COMSOL

1/15

Kim et al., 2019In 2019…

We have completed simulations for ORGANIC SPECIES

(covering 64 total compounds) in 2019.

https://doi.org/10.25611/fmxp-ff31

Page 4: Equation-Based Adsorption Modeling - COMSOL

1/15

Page 5: Equation-Based Adsorption Modeling - COMSOL

Inorganic Contaminants

Figure 1. Heterogeneous porous media and contaminants in water. 1/10

❑ Leado US EPA primary drinking

water pollutant

o US EPA Action Level: 15 ppb

o Damage to brain, kidneys,

nervous system.

Source:

Water Quality Association (WQA) Fact Sheet

NSF/ANSI 53 – Lead: CERTIFIED

NSF/ANSI 53 – Mercury: CERTIFIED

NSF/ANSI 53 – Radon: CERTIFIED

Page 6: Equation-Based Adsorption Modeling - COMSOL

Process Diagram

2/10

Model building

Stationary CFD

Time-dependent

Study

Porous Media Study

Chemical Reaction

Study

Page 7: Equation-Based Adsorption Modeling - COMSOL

Full 3D vs. Axisymmetric

Computation time

~1 day

Computation time

~2 min

3/10

Kim et al., 2019

https://doi.org/10.25611/fmxp-ff31

Page 8: Equation-Based Adsorption Modeling - COMSOL

Model Equations

4/10

• Model Equations for Inorganic Contaminants• Based on Langmuir model

• Transport and reaction on the surface (source term, f)

• Assume chemical reaction (𝑟𝑎 >> 𝑟𝑑 )

• Rate of adsorption: numerically solving surface mass balance using PDE

𝑓 = 𝑟𝑎−𝑟𝑑= 𝑘𝑎𝑑𝑠,𝐴𝑐𝐴 Γ𝑝,𝐴 − 𝑐𝑝,𝐴 − 𝑘𝑑𝑒𝑠,𝐴𝑐𝑝,𝐴

where

𝑟𝑎, 𝑟𝑑 is the rate of adsorption and desorption, respectively (mol/m3-min)

𝑘𝑎𝑑𝑠,𝐴 and 𝑘𝑑𝑒𝑠,𝐴 is the rate constant for the adsorption (m3/mol-min) and desorption (1/min), respectively

Γ𝑝,𝐴 is the total volume concentration of active sites in particle pores (mol/m3)

Page 9: Equation-Based Adsorption Modeling - COMSOL

Model Equations

5/10

• Model Equations for Inorganic Contaminants

• PDE based modeling (General Form PDE Interface)

• Source term: adsorption rate, 𝑟𝑎 (assume 𝑟𝑎 >> 𝑟𝑑)

• Conservative laws (diffusive mass transfer)

• Coordinate system (Cartesian vs. Curvilinear)

• Cylindrical

• Axisymmetric

𝑒𝑎,𝐴𝜕2𝑐𝑝,𝐴𝜕𝑡2

+ 𝑑𝑎,𝐴𝜕𝑐𝑝,𝐴𝜕𝑡

+ ∇ ∙ −𝐷𝑝,𝐴∇𝑐𝑝,𝐴 = 𝑘𝑎𝑑𝑠,𝐴𝑐𝐴 Γ𝑝,𝐴 − 𝑐𝑝,𝐴

where

𝑒𝑎,𝐴 and 𝑑𝑎,𝐴 is the mass coefficient and the damping coefficient, respectively

𝐷𝑝,𝐴 is the surface diffusivity of the chemical species, A (m2/s)

𝑘𝑎𝑑𝑠,𝐴 is the rate constant for the adsorption (m3/mol-min)

Γ𝑝,𝐴 is the total volume concentration of active sites in particle pores (mol/m3)

Page 10: Equation-Based Adsorption Modeling - COMSOL

Model Equations

6/10

• Model Equations for Inorganic Contaminants

• PDE based modeling (General Form PDE Interface)

• Using an alternative source term for compensating the conservative flux term

• For conservative flux, ∇ ∙ −𝐷𝑝,𝐴∇𝑐𝑝,𝐴

• For source term, f

𝑘𝑎𝑑𝑠,𝐴𝑐𝐴 Γ𝑝,𝐴 − 𝑐𝑝,𝐴 + 𝐷𝑝,𝐴𝑐𝑝,𝐴r

−𝐷𝑝,𝐴𝜕𝑐𝑝,𝐴

𝜕r, −𝐷𝑝,𝐴

𝜕𝑐𝑝,𝐴

𝜕z

https://www.comsol.com/blogs/guidelines-for-equation-based-modeling-in-axisymmetric-components/

Page 11: Equation-Based Adsorption Modeling - COMSOL

Physics/Interface-selected

Fluid movement in the entire reactor:

Free and porous media flow (fp)

Mass transport of the chemical species in the porous media:

Transport of Diluted Species in Porous Media (tds)

interface with a time-dependent study step.

*contaminants level: ng/L (ppt) - μg/L (ppb)

Chemical Engineering module: partial differential equation (PDE)

General Form PDE interface

7/10

Page 12: Equation-Based Adsorption Modeling - COMSOL

Chemical Adsorption Study

8/10

• Simulated result < 1% difference

Media +/- %

Media A N/A

Media B 0.7%

• Same media weight, different kinetics (𝑘𝑎𝑑𝑠)

C/C0

Page 13: Equation-Based Adsorption Modeling - COMSOL

Conclusions

1. A mass-transport equation describing the concentration of

contaminant in the fluid (𝑐𝑓) and on the adsorptive material

surface (𝑐𝑝) was solved numerically using the built-in PDE

interface.

2. The simulated results successfully explain how material’s

embedded kinetic characteristic, in terms of adsorption rate,

plays an important role in the filtration performance of

adsorptive media.

3. The Chemical Engineering module in COMSOL can minimize

lab-works and protect researchers from dangerous

experiments, especially during pandemic situations.

9/10

Page 14: Equation-Based Adsorption Modeling - COMSOL

Acknowledgement

Special thanks to Mr. William Luke, Director at Amway

Durables & Devices PD – Innovation & Science

Simulation Center of Excellence (CoE)

10/10

Page 15: Equation-Based Adsorption Modeling - COMSOL

Thank you!