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Simulating Optical Field Mode Profiles using Artificial Neural Networks for use in Open Source Eigenmode Expansion

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Abstract

We use artificial neural networks (ANN) to predict the electromagnetic spatial modes of nanophotonic structures, and propose their use to accelerate eigenmode expansion (EME) simulations. A new intuitive open-source EME solver is presented.

© 2021 The Author(s)

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More Like This
Artificial neural networks for distributed optical fiber sensing (Invited)

Sascha Liehr
Th4F.2 Optical Fiber Communication Conference (OFC) 2021

Metamaterial Waveguide Modelling by an Artificial Neural Network with Genetic Algorithm

Roney das Mercês Cerqueira, Anderson Dourado Sisnando, and Vitaly Felix Rodriguez Esquerre
JTh5A.141 Frontiers in Optics (FiO) 2021

Joint Multi-Eigenvalue Demodulation Using Complex Moment-based Eigenvalue Solver and Artificial Neural Network

Yuhei Terashi, Daisuke Hisano, Ken Mishina, Yuki Yoshida, and Akihiro Maruta
W6A.13 Optical Fiber Communication Conference (OFC) 2021

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