Generalized Bond Polarizability model for more accurate atomistic modeling of Raman spectra
Atanu Paul, Nagaprasad Reddy Samala, and Ilya Grinberg

TL;DR
This paper introduces a generalized bond polarizability model (GBPM) that significantly improves the accuracy of Raman spectra predictions from molecular dynamics simulations by including non-traditional atom pairs, aligning well with ab initio results.
Contribution
The paper develops and validates a generalized bond polarizability model that enhances Raman spectra modeling accuracy for various molecules and complex systems.
Findings
GBPM accurately reproduces ab initio polarizability and Raman spectra.
Improved agreement with experimental spectra for liquid water.
Enhanced modeling of complex ferroelectric BaTiO3 systems.
Abstract
Raman spectroscopy is an important tool for studies of molecules, liquids and solids. While Raman spectra can be obtained theoretically from molecular dynamics (MD) simulations, this requires the calculation of the electronic polarizability along the simulation trajectory. First-principles calculations of electronic polarizability are computationally expensive, motivating the development of atomistic models for the evaluation of the changes in the electronic polarizability with the changes in the atomic coordinates of the system. The bond polarizability model (BPM) is one of the oldest and simplest such atomistic models, but cannot reproduce the effects of angular vibrations, leading to inaccurate modeling of Raman spectra. Here, we demonstrate that the generalization of BPM through inclusion of terms for atom pairs that are traditionally considered to be not involved in bonding…
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Taxonomy
TopicsMachine Learning in Materials Science · X-ray Diffraction in Crystallography · Electron and X-Ray Spectroscopy Techniques
