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

Adriano da Silva Ferreira; Adriano da Silva Ferreira; Gilliard Nardel Malheiros-Silveira; Hugo Enrique Hernández-Figueroa

doi:10.1364/FIO.2020.JTu7D.3

Frontiers in Optics / Laser Science
OSA Technical Digest (Optica Publishing Group, 2020),
paper JTu7D.3
•https://doi.org/10.1364/FIO.2020.JTu7D.3

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

Adriano da Silva Ferreira, Gilliard Nardel Malheiros-Silveira, and Hugo Enrique Hernández-Figueroa

Frontiers in Optics 2020

Washington, DC United States
14–17 September 2020
ISBN: 978-1-943580-80-4

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A. d. S. Ferreira, G. N. Malheiros-Silveira, and H. E. Hernández-Figueroa, "Computing Band Structures of Randomly-Generated 2D Photonic Crystals with Extreme Learning Machines," in Frontiers in Optics / Laser Science, B. Lee, C. Mazzali, K. Corwin, and R. Jason Jones, eds., OSA Technical Digest (Optica Publishing Group, 2020), paper JTu7D.3.

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Abstract

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.

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