Using Force Matching To Determine Reactive Force Fields for Water under Extreme Thermodynamic Conditions
Lucas Koziol1, Laurence E Fried1, Nir Goldman1
1Physical and Life Sciences Directorate, Lawrence Livermore National Laboratory , Livermore, California 94550, United States.
We developed a new method to create classical reactive force fields for water under extreme conditions. This approach accurately models water
Area of Science:
- Computational chemistry
- Materials science
- Physical chemistry
Background:
- Classical force fields are essential for molecular dynamics simulations.
- Simulating water under dissociative and superionic conditions presents significant challenges.
- Existing methods struggle to accurately capture the behavior of water under extreme thermodynamic states.
Purpose of the Study:
- To develop a novel method for generating classical reactive force fields for water.
- To accurately model water's behavior under dissociative and superionic conditions.
- To bridge the gap between quantum mechanical accuracy and classical simulation timescales.
Main Methods:
- Utilized force matching to molecular dynamics trajectories.
- Employed Kohn-Sham density functional theory (DFT) for high-accuracy reference data.
- Applied the method to liquid water under dissociative conditions and superionic water.
Main Results:
- The developed force fields accurately reproduced DFT-computed structural and dynamic properties.
- Molecular concentrations and lifetimes were well-reproduced by the new models.
- The method demonstrated success in modeling water under extreme conditions, including superionic states.
Conclusions:
- The force-matching approach offers a straightforward way to create accurate classical reactive force fields.
- This method retains much of the accuracy of DFT for specific thermodynamic states.
- The generated force fields enable simulations at experimental time and length scales.
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