Rapid Exploration of Topological Band Structures Using Deep Learning

The design of periodic nanostructures allows to tailor the transport of photons, phonons, and matter waves for specific applications. Recent years have seen a further expansion of this field by engineering topological properties. However, what is missing currently are efficient ways to rapidly explo...

Full description

Bibliographic Details
Main Authors: Vittorio Peano, Florian Sapper, Florian Marquardt
Format: Article
Language:English
Published: American Physical Society 2021-06-01
Series:Physical Review X
Online Access:http://doi.org/10.1103/PhysRevX.11.021052