A Refined Set of Universal Force Field Parameters for Some Metal Nodes in Metal–Organic Frameworks

Metal-organic frameworks (MOFs) exhibit promise as porous materials for carbon capture due to their design versatility and large pore sizes. The generic force fields (e.g., UFF and Dreiding) use one universal set of Lennard-Jones parameters for each element, while MOFs have a much richer local chemical environment than those chemical environments used to fit the UFF. When MOFs contain hard-Lewis acid metals, UFF systematically overestimates CO<sub>2</sub> uptakes. To address this, we developed a workflow to affordably and efficiently generate reliable force fields to predict CO<sub>2</sub> adsorption isotherms of MOFs containing metals from groups IIA (Mg, Ca, Sr, and Ba) and IIIA (Al, Ga, and In), connected to various carboxylate ligands. This method uses experimental isotherms as input. The optimal parameters are obtained by minimizing the loss function of the experimental and simulated isotherms, in which we use the Multistate Bennett Acceptance Ratio (MBAR) theory to derive the functionality relationship of loss functions in terms of force field parameters.

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Publication Details

Journal
Journal of Chemical Theory and Computation
Published
2024-11-27
DOI
https://doi.org/10.1021/acs.jctc.4c01113
Citations
10
Primary Topic
Metal-Organic Frameworks: Synthesis and Applications
Type
article
Field-Weighted Citation Impact
1.58

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article

A Refined Set of Universal Force Field Parameters for Some Metal Nodes in Metal–Organic Frameworks

Xin Jin, Berend Smit, Elias Moubarak, Yutao Li
10 citations
Journal of Chemical Theory and Computation
Metal-Organic Frameworks: Synthesis and Applications
1.58
article

A Refined Set of Universal Force Field Parameters for Some Metal Nodes in Metal–Organic Frameworks

Xin Jin, Berend Smit, Elias Moubarak, Yutao Li
article en
10 citations

Abstract

Metal-organic frameworks (MOFs) exhibit promise as porous materials for carbon capture due to their design versatility and large pore sizes. The generic force fields (e.g., UFF and Dreiding) use one universal set of Lennard-Jones parameters for each element, while MOFs have a much richer local chemical environment than those chemical environments used to fit the UFF. When MOFs contain hard-Lewis acid metals, UFF systematically overestimates CO<sub>2</sub> uptakes. To address this, we developed a workflow to affordably and efficiently generate reliable force fields to predict CO<sub>2</sub> adsorption isotherms of MOFs containing metals from groups IIA (Mg, Ca, Sr, and Ba) and IIIA (Al, Ga, and In), connected to various carboxylate ligands. This method uses experimental isotherms as input. The optimal parameters are obtained by minimizing the loss function of the experimental and simulated isotherms, in which we use the Multistate Bennett Acceptance Ratio (MBAR) theory to derive the functionality relationship of loss functions in terms of force field parameters.

Journal of Chemical Theory and ComputationVol. 20(23)
École Polytechnique Fédérale de Lausanne (CH)
Grantham Foundation for the Protection of the Environment, Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung
Openalex Percentile: Top 18%
Metal-Organic Frameworks: Synthesis and Applications
1.58
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