Deriving effective electrode–ion interactions from free-energy profiles at electrochemical interfaces

F Fabrice Roncoroni (Theory of Nanostructured Materials Facility, Molecular Foundry, Lawrence Berkeley National Lab 2 , Berkeley, California 94720,) A Abrar Faiyad (University of California Merced 2 , 5200 North Lake Rd., Merced, California 95343,) Y Yichen Li T Tao Ye (State Key Laboratory of Chemical Oncogenomics, Peking University Shenzhen Graduate School, Shenzhen 518055, China) A Ashlie Martini (University of California Merced 2 , 5200 North Lake Rd., Merced, California 95343,) D David Prendergast (Molecular Foundry)

Abstract

Understanding ion adsorption at electrified metal–electrolyte interfaces is essential for accurate modeling of electrochemical systems. Here, we systematically investigate the free energy profiles of Na+, Cl−, and F− ions at the Au(111)–water interface using enhanced sampling molecular dynamics with both classical force fields and machine-learned interatomic potentials (MLIPs). Our classical metadynamics results reveal a strong dependence of predicted ion adsorption on the Lennard-Jones parameters, highlighting that—without due care—standard mixing rules can lead to qualitatively incorrect descriptions of ion–metal interactions. We present a systematic methodology for tuning the cross term LJ parameters to control adsorption energetics in agreement with more accurate models. As a surrogate for an ab initio model, we employed the recently released Universal Models for Atoms MLIP, which validates classical trends and displays strong specific adsorption for chloride, weak adsorption for fluoride, and no specific adsorption for sodium, in agreement with experimental and theoretical expectations. By integrating molecular-level adsorption free energies into continuum models of the electric double layer, we show that specific ion adsorption substantially alters the interfacial ion population, the potential of zero charge, and the differential capacitance of the system. Our results underscore the critical importance of force field parameterization and advanced interatomic potentials for the predictive modeling of ion-specific effects at electrified interfaces and provide a robust framework for bridging molecular simulations and continuum electrochemical models.

Article Details

Volume / Issue Vol. 164, Issue 8
Published February 28, 2026
ISSN 0021-9606
Publisher American Institute of Physics

Journal Info

The Journal of Chemical Physics

American Institute of Physics

ISSN: 0021-9606 Physical Sciences

Authors (6)

F

Fabrice Roncoroni

Theory of Nanostructured Materials Facility, Molecular Foundry, Lawrence Berkeley National Lab 2 , Berkeley, California 94720,

A

Abrar Faiyad

University of California Merced 2 , 5200 North Lake Rd., Merced, California 95343,

Y

Yichen Li

T

Tao Ye

State Key Laboratory of Chemical Oncogenomics, Peking University Shenzhen Graduate School, Shenzhen 518055, China

A

Ashlie Martini

University of California Merced 2 , 5200 North Lake Rd., Merced, California 95343,

D

David Prendergast

Molecular Foundry