Nearest-Neighbor Broken Bond Model for Describing the Surface Energies of Transition Metals
Xiao-Yan Li, Beien Zhu, Yi Gao

TL;DR
This paper extends the nearest-neighbor broken bond model to describe surface energies across various transition metals, demonstrating linear relationships and calculating bond energies, thus broadening its applicability.
Contribution
It verifies the NNBB model's generality for multiple transition metals and provides a method to determine bond energies from surface data.
Findings
Linear relationships between surface energies and missing bonds for all studied metals.
Bond energies for different metals are obtained through model fitting.
Model accurately describes surface energies across transition metals.
Abstract
In our recent works, we used a nearest-neighbor broken bond (NNBB) model to fit the surface energy of Pt, Pd, and Au surfaces [Adv. Theory Simul. 1800127 (2018)]. It was verified that this model could describe the surface energies of above noble metals with high accuracy. The applications of this model in real-time simulations of equilibrium nanocrystal transformations are in good agreements with the experimental observations at macroscopic time scales quantitatively. In this work, we want to further verify the generality of the NNBB model for other transition metals. All surface tentions and lattice constants were extracted from the database of Materials Project. The number of missing NN bonds of different slabs from low-index surfaces to open surfaces were counted for both surface atoms and subsurface atoms. As presented below, linear relationships between surface energies and missing…
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
TopicsMachine Learning in Materials Science · Surface and Thin Film Phenomena · Electron and X-Ray Spectroscopy Techniques
