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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.

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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.

Keywords:
Coarse-grainingField theoryFormulationsMicelleMicrophaseMultiscaleSDSSelf-assemblySimulationSurfactant

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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.