Bottom-up approach to represent dynamic properties in coarse-grained molecular simulations.
Gregor Deichmann1, Nico F A van der Vegt1
1Eduard-Zintl-Institut für Anorganische und Physikalische Chemie, Technische Universität Darmstadt, Alarich-Weiss-Straße 10, 64287 Darmstadt, Germany.
The Journal of Chemical Physics
|January 3, 2019
Summary
This study explores using a Markovian Mori-Zwanzig dissipative particle dynamics (MZ-DPD) thermostat to improve coarse-grained (CG) models. MZ-DPD accurately predicts diffusion in liquids and polymer solutions, enhancing CG model applicability for complex systems.
Area of Science:
- Computational chemistry and polymer physics.
- Development of advanced simulation methodologies for materials science.
Background:
- Molecular coarse-graining (CG) methods create transferable force fields but often overestimate dynamic properties.
- Accurate representation of dynamic properties is crucial for predicting material behavior.
Purpose of the Study:
- To evaluate the effectiveness of a "bottom-up informed" dissipative particle dynamics (DPD) thermostat, specifically the Markovian Mori-Zwanzig (MZ-DPD) method.
- To assess the ability of MZ-DPD to accurately represent long-time dynamic properties in molecular CG systems.
- To extend the applicability of CG models for multicomponent systems.
Main Methods:
- Development of single-site and multiple-site CG models for 2,2-dimethyl propane (monomer, dimer, 24mer).
- Application of the MZ-DPD coarse-graining method and thermostat.
- Simulations of liquids, polymer solutions (24mers in dimer solvent), and polymer melts.
- Analysis of diffusive dynamics and penetrant diffusion in polymer networks.
Main Results:
- MZ-DPD achieved quantitative accuracy in predicting diffusive dynamics for single-component liquids and polymer solutions.
- Despite incomplete time scale separation in the CG model, MZ-DPD demonstrated predictive power.
- MZ-DPD simulations showed limitations in accurately modeling molecular penetrant diffusion in dense polymer networks, highlighting the need for barrier crossing and memory effect treatments.
Conclusions:
- The MZ-DPD thermostat significantly enhances the accuracy of molecular CG models for predicting diffusive dynamics in various systems.
- This method extends the scope of CG models, particularly for multicomponent systems requiring accurate relative diffusion rates.
- Further development is needed to model diffusion governed by activated barrier crossing in dense systems.
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