Force matching and iterative Boltzmann inversion coarse grained force fields for ZIF-8
Cecilia M S Alvares1, Rocio Semino2
1ICGM, Univ. Montpellier, CNRS, ENSCM, Montpellier, France.
The Journal of Chemical Physics
|March 6, 2024
Summary
We developed new coarse-grained force fields for metal-organic frameworks like ZIF-8. These models accurately capture ZIF-8 structure and the unique "swing effect" phase transition.
Area of Science:
- Computational materials science
- Chemical physics
- Materials chemistry
Background:
- Coarse-grained (CG) modeling of metal-organic frameworks (MOFs) is underdeveloped due to a lack of suitable CG force fields.
- Existing methods often struggle to accurately represent MOF properties and behaviors.
Purpose of the Study:
- To develop and evaluate novel iterative Boltzmann inversion and force matching (FM) CG force fields for ZIF-8.
- To compare the performance of these new force fields against existing MARTINI force fields.
- To assess the ability of CG force fields to reproduce ZIF-8's structure, elastic properties, thermal expansion, and the "swing effect" phase transition.
Main Methods:
- Iterative Boltzmann inversion and force matching (FM) were employed to generate CG force fields for ZIF-8 at three resolutions.
- The developed force fields were validated by comparing their predictions against experimental data and existing MARTINI force fields.
- Key properties evaluated include structural reproduction, elastic tensor, thermal expansion, and the "swing effect" upon guest molecule loading.
Main Results:
- All developed force fields demonstrated reasonable accuracy in reproducing the structure of ZIF-8.
- Analysis revealed challenges in accurately capturing elastic constants and volume expansion using CG models.
- Force matching force fields showed particular promise in depicting the "swing effect" phenomenon in ZIF-8.
Conclusions:
- This study presents the first application of iterative Boltzmann inversion and FM CG methods to model porous solids like MOFs.
- The developed force fields offer a promising avenue for simulating ZIF-8 and other MOFs at the CG level.
- Significant challenges remain in fitting CG force fields for porous materials, particularly for capturing subtle phase transitions and mechanical properties.
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