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

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.

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

Semantic Scholar · Physics · 2021

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.

Source of record · Semantic Scholar

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