We develop a multiscale simulation model for diffusion of solutes through porous triblock copolymer membranes. The approach combines two techniques: self-consistent field theory (SCFT) to predict the structure of the self-assembled, solvated membrane and on-lattice kinetic Monte Carlo (kMC) simulations to model diffusion of solutes. Solvation is simulated in SCFT by constraining the glassy membrane matrix while relaxing the brush-like membrane pore coating against the solvent. The kMC simulations capture the resulting solute spatial distribution and concentration-dependent local diffusivity in the polymer-coated pores; we parameterize the latter using particle-based simulations. We apply our approach to simulate solute diffusion through nonequilibrium morphologies of a model triblock copolymer, and we correlate diffusivity with structural descriptors of the morphologies. We also compare the model’s predictions to alternative approaches based on simple lattice random walks and find our multiscale model to be more robust and systematic to parameterize. Our multiscale modeling approach is general and can be readily extended in the future to other chemistries, morphologies, and models for the local solute diffusivity and interactions with the membrane.
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14 January 2023
Research Article|
January 11 2023
Multiscale modeling of solute diffusion in triblock copolymer membranes
Anthony J. Cooper
;
Anthony J. Cooper
(Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Visualization, Writing – original draft)
1
Department of Physics, University of California
, Santa Barbara, California 93106, USA
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Michael P. Howard
;
Michael P. Howard
(Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Software, Visualization, Writing – original draft, Writing – review & editing)
2
McKetta Department of Chemical Engineering, University of Texas at Austin
, Austin, Texas 78712, USA
3
Department of Chemical Engineering, Auburn University
, Auburn, Alabama 36849, USA
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Sanket Kadulkar
;
Sanket Kadulkar
(Methodology, Software, Writing – review & editing)
2
McKetta Department of Chemical Engineering, University of Texas at Austin
, Austin, Texas 78712, USA
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David Zhao
;
David Zhao
(Methodology, Software, Writing – review & editing)
2
McKetta Department of Chemical Engineering, University of Texas at Austin
, Austin, Texas 78712, USA
4
Department of Chemical Engineering, University of California
, Santa Barbara, California 93106, USA
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Kris T. Delaney
;
Kris T. Delaney
(Conceptualization, Methodology, Software, Supervision, Writing – review & editing)
5
Materials Research Laboratory, University of California
, Santa Barbara, California 93106, USA
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Venkat Ganesan
;
Venkat Ganesan
(Conceptualization, Funding acquisition, Methodology, Supervision, Writing – review & editing)
2
McKetta Department of Chemical Engineering, University of Texas at Austin
, Austin, Texas 78712, USA
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Thomas M. Truskett
;
Thomas M. Truskett
a)
(Conceptualization, Funding acquisition, Methodology, Supervision, Writing – review & editing)
2
McKetta Department of Chemical Engineering, University of Texas at Austin
, Austin, Texas 78712, USA
6
Department of Physics, University of Texas at Austin
, Austin, Texas 78712, USA
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Glenn H. Fredrickson
Glenn H. Fredrickson
b)
(Conceptualization, Funding acquisition, Methodology, Supervision, Writing – review & editing)
4
Department of Chemical Engineering, University of California
, Santa Barbara, California 93106, USA
5
Materials Research Laboratory, University of California
, Santa Barbara, California 93106, USA
7
Materials Department, University of California
, Santa Barbara, California 93106, USA
b)Author to whom correspondence should be addressed: ghf@ucsb.edu
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a)
Electronic mail: truskett@che.utexas.edu
b)Author to whom correspondence should be addressed: ghf@ucsb.edu
J. Chem. Phys. 158, 024905 (2023)
Article history
Received:
September 22 2022
Accepted:
December 19 2022
Citation
Anthony J. Cooper, Michael P. Howard, Sanket Kadulkar, David Zhao, Kris T. Delaney, Venkat Ganesan, Thomas M. Truskett, Glenn H. Fredrickson; Multiscale modeling of solute diffusion in triblock copolymer membranes. J. Chem. Phys. 14 January 2023; 158 (2): 024905. https://doi.org/10.1063/5.0127570
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