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Published on: August 22, 2025
Deriving effective electrode-ion interactions from free-energy profiles at electrochemical interfaces
Fabrice Roncoroni1, Abrar Faiyad2, Yichen Li2
1The Molecular Foundry, Lawrence Berkeley National Laboratory, 1 Cyclotron Road, Berkeley, California 94720, USA.
Accurate modeling of electrochemical systems requires understanding ion adsorption at metal-electrolyte interfaces. This study highlights the critical role of force field parameterization and machine-learned potentials in predicting ion-specific effects.
Area of Science:
- Computational Chemistry
- Physical Chemistry
- Materials Science
Background:
- Accurate modeling of electrochemical systems necessitates understanding ion adsorption at electrified metal-electrolyte interfaces.
- Classical force fields often struggle with accurate ion-metal interactions due to parameterization challenges.
Purpose of the Study:
- To systematically investigate ion adsorption free energy profiles at the Au(111)-water interface.
- To evaluate the performance of classical force fields and machine-learned interatomic potentials (MLIPs) for describing ion adsorption.
- To integrate molecular-level adsorption data into continuum models of the electric double layer.
Main Methods:
- Enhanced sampling molecular dynamics simulations.
- Classical metadynamics using Lennard-Jones potentials.
- Machine-learned interatomic potentials (MLIPs), specifically the Universal Models for Atoms.
- Integration of molecular adsorption energies into continuum electric double layer models.
Main Results:
- Classical force field predictions are highly sensitive to Lennard-Jones parameters; standard mixing rules can yield incorrect ion adsorption energetics.
- MLIPs validate classical trends and predict specific adsorption for chloride, weak adsorption for fluoride, and no specific adsorption for sodium.
- Incorporating molecular adsorption free energies into continuum models significantly alters interfacial ion populations, potential of zero charge, and differential capacitance.
Conclusions:
- Precise force field parameterization and advanced interatomic potentials like MLIPs are crucial for predictive modeling of ion-specific effects at electrified interfaces.
- A robust framework is provided for bridging molecular simulations and continuum electrochemical models.
- This work emphasizes the importance of accounting for specific ion adsorption in electrochemical modeling.
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