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Assimilating Radial Distribution Functions To Build Water Models with Improved Structural Properties
Alexander D Wade1, Lee-Ping Wang2, David J Huggins1,3,4
1TCM Group, Cavendish Laboratory , University of Cambridge , 19 J J Thomson Avenue , Cambridge CB3 0HE , United Kingdom.
This study enhances water models by targeting radial distribution functions (RDFs) with a new Buckingham potential, significantly improving structural properties and water entropy prediction compared to Lennard-Jones models.
Area of Science:
- Computational chemistry
- Molecular modeling
- Physical chemistry
Background:
- Accurate molecular simulations require precise force fields.
- Existing water models like TIP3P and TIP4P/2005 have limitations in predicting structural properties.
- Radial distribution functions (RDFs) are key descriptors of molecular structure.
Purpose of the Study:
- To develop an improved parametrization methodology for water models.
- To enhance the accuracy of structural property predictions for water.
- To investigate the performance of Buckingham potentials in water models.
Main Methods:
- Extended the ForceBalance code to target any radial distribution function (RDF).
- Implemented a new objective function based on the mean squared difference (MSD) between experimental and simulated RDFs.
- Replaced Lennard-Jones potentials with Buckingham potentials in TIP3P and TIP4P/2005 models.
Main Results:
- Achieved 93% and 98% lower MSDs in the OO RDF for TIP3P-Buckingham and TIP4P-Buckingham models, respectively.
- Significantly reduced errors in predicting water's entropy, from 11% to 3% (TIP3P) and 2% (TIP4P/2005).
- Demonstrated improved predictive power for non-fitted properties, especially for TIP3P.
Conclusions:
- The Buckingham potential offers a superior description of water's structural properties compared to the Lennard-Jones potential.
- The new RDF-targeting methodology provides systematic force field optimization.
- Buckingham potentials are computationally efficient alternatives to adding interaction sites for improving water models.
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