Toward Machine-Learning-Accelerated Design of All-Dielectric Magnetophotonic Nanostructures
William O. F. Carvalho,
Marcio Tulio Aiex Taier Filho,
Osvaldo N. Oliveira
et al.
Abstract:All-dielectric magnetophotonic nanostructures are promising for integrated nanophotonic devices with high resolution and sensitivity, but their design requires computationally demanding electromagnetic simulations evaluated through trial and error. In this paper, we propose a machinelearning approach to accelerate the design of these nanostructures. Using a data set of 12 170 samples containing four geometric parameters of the nanostructure and the incidence wavelength, trained neural network and polynomial re… Show more
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