Experimental Evidence of Quantum Drude Oscillator Behavior in Liquids Revealed with Probabilistic Iterative Boltzmann Inversion

Fuente: arXiv
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Main Authors: Shanks, Brennon L., Sullivan, Harry W., Jungwirth, Pavel, Hoepfner, Michael P.
Format: Preprint
Published: 2025
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author Shanks, Brennon L.
Sullivan, Harry W.
Jungwirth, Pavel
Hoepfner, Michael P.
author_facet Shanks, Brennon L.
Sullivan, Harry W.
Jungwirth, Pavel
Hoepfner, Michael P.
contents The first experimental evidence of quantum Drude oscillator behavior in liquids is determined using probabilistic machine learning-augmented iterative Boltzmann inversion applied to noble gas radial distribution functions. Furthermore, classical force fields for noble gases are shown to be reduced to a single parameter through simple empirical relations linked to atomic dipole polarizability. These findings highlight how neutron scattering data can inspire innovative force field design and offer insight into interatomic forces to advance molecular simulations.
format Preprint
id arxiv_https___arxiv_org_abs_2501_06501
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Experimental Evidence of Quantum Drude Oscillator Behavior in Liquids Revealed with Probabilistic Iterative Boltzmann Inversion
Shanks, Brennon L.
Sullivan, Harry W.
Jungwirth, Pavel
Hoepfner, Michael P.
Chemical Physics
The first experimental evidence of quantum Drude oscillator behavior in liquids is determined using probabilistic machine learning-augmented iterative Boltzmann inversion applied to noble gas radial distribution functions. Furthermore, classical force fields for noble gases are shown to be reduced to a single parameter through simple empirical relations linked to atomic dipole polarizability. These findings highlight how neutron scattering data can inspire innovative force field design and offer insight into interatomic forces to advance molecular simulations.
title Experimental Evidence of Quantum Drude Oscillator Behavior in Liquids Revealed with Probabilistic Iterative Boltzmann Inversion
topic Chemical Physics
url https://arxiv.org/abs/2501.06501