Accurate effective harmonic potential treatment of the high-temperature cubic phase of Hafnia
Sebastian Bichelmaier, Jes\'us Carrete, Michael Nelhiebel, Georg K. H., Madsen

TL;DR
This paper introduces an efficient method using self-consistent effective harmonic potentials with higher-order corrections and reweighting to accurately model the temperature-dependent behavior of anharmonic materials like HfO$_2$, matching experimental data.
Contribution
The paper presents a novel approach combining effective harmonic potentials, higher-order corrections, and reweighting for studying anharmonic materials' thermodynamic properties.
Findings
Accurately predicts thermal expansion coefficient of HfO$_2$ cubic phase.
Results agree with experimental and theoretical values.
Provides detailed temperature dependence of material properties.
Abstract
HfO is an important high- dielectric and ferroelectric, exhibiting a complex potential energy landscape with several phases close in energy. It is, however, a strongly anharmonic solid, and thus describing its temperature-dependent behavior is methodologically challenging. We propose an approach based on self-consistent, effective harmonic potentials and higher-order corrections to study the potential energy surface of anharmonic materials. The introduction of a reweighting procedure enables the usage of unregularized regression methods and efficiently harnesses the information contained in every data point obtained from density functional theory. This renders the approach highly efficient and a promising candidate for large-scale studies of materials and phase transitions. We detail the approach and test it on the example of the high-temperature cubic phase of HfO. Our…
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Taxonomy
TopicsMachine Learning in Materials Science · Semiconductor materials and devices · Ferroelectric and Negative Capacitance Devices
