Machine prediction of topological transitions in photonic crystals

Bei Wu, Kun Ding, C. T. Chan +1

We train artificial neural networks to distinguish the geometric phases of a set of bands in 1D photonic crystals. We find that the trained network yields remarkably accurate predi…