Deep learning topological invariants of band insulators

In this work we design and train deep neural networks to predict topological invariants for one-dimensional four-band insulators in AIII class whose topological invariant is the winding number, and two-dimensional two-band insulators in A class whose topological invariant is the Chern number. Given...

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Bibliographic Details
Main Authors: Sun, Ning, Yi, Jinmin, Zhang, Pengfei, Zhai, Hui, Shen, Huitao
Other Authors: Massachusetts Institute of Technology. Department of Physics
Format: Article
Language:English
Published: American Physical Society 2018
Online Access:http://hdl.handle.net/1721.1/117272
https://orcid.org/0000-0003-1667-8011

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