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 (Author), Yi, Jinmin (Author), Zhang, Pengfei (Author), Zhai, Hui (Author), Shen, Huitao (Contributor)
Other Authors: Massachusetts Institute of Technology. Department of Physics (Contributor)
Format: Article
Language:English
Published: American Physical Society, 2018-08-06T12:15:53Z.
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