Optimal transportation of grain boundaries: A forward model for predicting migration mechanisms
Ian Chesser, Elizabeth Holm, Brandon Runnels

TL;DR
This paper introduces an optimal transport-based forward model to predict atomic displacement patterns during grain boundary migration, linking it to molecular dynamics data and broadening analysis of migration mechanisms.
Contribution
It recasts grain boundary migration as an optimal transport problem, enabling prediction of atomic displacement patterns and analysis of various migration mechanisms.
Findings
Optimal displacement patterns align with molecular dynamics data.
Limits of the minimum distance hypothesis are identified.
The model applies to multiple grain boundary types and conditions.
Abstract
It has been hypothesized that the most likely atomic rearrangement mechanism during grain boundary (GB) migration is the one that minimizes the lengths of atomic displacements in the dichromatic pattern. In this work, we recast the problem of atomic displacement minimization during GB migration as an optimal transport (OT) problem. Under the assumption of a small potential energy barrier for atomic rearrangement, the principle of stationary action applied to GB migration is reduced to the determination of the Wasserstein metric for two point sets. In order to test the minimum distance hypothesis, optimal displacement patterns predicted on the basis of a regularized OT based forward model are compared to molecular dynamics (MD) GB migration data for a variety of GB types and temperatures. Limits of applicability of the minimum distance hypothesis and interesting consequences of the OT…
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.
