Computer-Assisted Proofs for Geometric Optimization: From Crystallization to Carbon Nanotubes
Miguel Ayala, Rustum Choksi, Benedikt Wirth

TL;DR
This paper introduces a computer-assisted proof framework that converts numerical geometry optimization results into rigorous mathematical proofs, demonstrated on carbon nanotubes and Lennard-Jones crystals.
Contribution
The authors develop a novel framework for transforming standard simulations into formal proofs of geometric structures in atomistic models.
Findings
Proven bounds on nanotube diameter, bond lengths, and angles.
Validated existence of perfect and defective crystal configurations.
Demonstrated diameter oscillations induced by caps in nanotubes.
Abstract
We present a framework based on computer-assisted proofs that turns standard geometry optimization simulations for atomistic structures into mathematical proofs. Starting from a numerically computed approximation of a local minimizer or saddle point, we use validated numerical computations to prove the existence of a critical point of the potential energy close to this approximation. We demonstrate this framework in two settings. In the first, we study capped carbon nanotubes modeled as minimizers of carbon interatomic potentials (harmonic, Tersoff, and a Huber potential) and obtain proven bounds on tube diameter, bond lengths, and bond angles. In particular, we show that caps induce diameter oscillations along the tube. As a second application, we consider a finite Lennard-Jones crystal in a face-centered cubic (fcc) lattice and provide computer-proofs of a local minimizer representing…
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Taxonomy
TopicsCarbon Nanotubes in Composites · Machine Learning in Materials Science · Advanced Physical and Chemical Molecular Interactions
