Computing Band Structures of Randomly-Generated 2D Photonic Crystals with Extreme Learning Machines

Adriano da Silva Ferreira,Gilliard N. Malheiros-Silveira,Hugo E. Hernandez-Figueroa

Computing Band Structures of Randomly-Generated 2D Photonic Crystals with Extreme Learning Machines

2020

Adriano da Silva Ferreira
Gilliard N. Malheiros-Silveira
Hugo E. Hernandez-Figueroa

We designed Extreme Learning Machines (ELM) for calculating band structures (BST) of randomly-generated bi-dimensional (2D) photonic crystals and demonstrated fast-training ELM models able to perform fast and accurate BST computations.

Keywords:

Stochastic process
Refractive index
Topology
Computation
Thulium
Photonic crystal
Artificial neural network
Physics

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