Overestimation of melting temperatures calculated by first-principles molecular dynamics simulations
Koun Shirai, Hiroyoshi Momida, Kazunori Sato, Sangil Hyun

TL;DR
This study evaluates the accuracy of melting temperature calculations from first-principles molecular dynamics, revealing systematic overestimations mainly due to cell size limitations and energy dissipation effects, with implications for semiconductors, metals, and oxides.
Contribution
The paper identifies key factors causing overestimation of melting temperatures in FP-MD simulations and demonstrates methods to improve accuracy, including larger cell sizes and adiabatic MD simulations.
Findings
Overestimation of $T_m$ in most cases except Si.
Increasing cell size reduces overestimation but converges slowly.
Adiabatic MD captures energy dissipation effects in liquids.
Abstract
Although the melting temperature, , of a solid can be calculated based on first-principles molecular dynamics (FP-MD) simulations, systematic assessments of the accuracy of the resulting values have not yet been reported. FP-MD simulations require significant computational resources and hence an examination of the effect of cell size on convergence is difficult. In addition, calculation of the energy of a liquid is not a trivial problem because of energy dissipation effects. The present work attempts to resolve these problems, and thus allow the accuracy of values obtained from FP-MD simulations to be assessed for typical semiconductors, metals, and oxides. With the exception of Si, the value was overestimated in all cases. This overestimation can be reduced by increasing the cell size, although the convergence is slow unless the potential is very shallow. For…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
Topicsnanoparticles nucleation surface interactions · Material Dynamics and Properties
