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Predicting surfactant phase behavior with a molecularly informed field theory
Kevin Shen1, My Nguyen2, Nicholas Sherck2
1Department of Chemical Engineering, University of California, Santa Barbara, Santa Barbara 93106, CA, United States; Materials Research Laboratory, University of California, Santa Barbara, Santa Barbara 93106, CA, United States.
A new multiscale simulation method accurately models surfactant self-assembly by combining all-atom (AA) and coarse-grained (CG) simulations. This approach enables rigorous equilibration and study of complex structures like gyroids, overcoming limitations of conventional molecular dynamics.
Area of Science:
- Computational Chemistry
- Materials Science
- Soft Matter Physics
Background:
- Modeling surfactant self-assembly requires chemically accurate interactions and efficient equilibration.
- Conventional molecular dynamics faces challenges in simulating long timescales for self-assembled systems.
Purpose of the Study:
- To develop a multiscale simulation workflow combining all-atom (AA) and coarse-grained (CG) methods for surfactant self-assembly.
- To enable rigorous equilibration and study of complex self-assembled structures using field-theoretic simulations.
Main Methods:
- Utilizing relative entropy minimization to transfer chemical detail from AA to CG models.
- Employing field-theoretic simulations for CG models, allowing free energy minimization for equilibration.
- Calibrating an AA force field against interfacial tension experiments for chemical fidelity.
Main Results:
- The multiscale workflow successfully models surfactant behavior, exemplified by sodium dodecylsulfate.
- Generated CG models accurately reproduce AA simulations and experimental measurements, including salt effects.
- The approach enables the study of complex 3D phases such as double or alternating gyroids.
Conclusions:
- The proposed multiscale simulation approach effectively overcomes challenges in modeling surfactant self-assembly.
- This method provides a robust framework for studying properties difficult to access with particle-based simulations alone.
- The workflow facilitates the investigation of complex self-assembled structures and their responses to environmental factors.
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