nanophotonics topic

List nanophotonics repositories

Adjoint-Workshop

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Gentle introduction and demo of the adjoint variable method for electromagnetic inverse design

neuroptica

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Flexible simulation package for optical neural networks

qpga

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Simulations of photonic quantum programmable gate arrays

MetaLab

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Learn and design nanophotonic structures, surface plasmon devices... Using powerful machine learning algorithms(CNN, GBRT, differentiable forest...)

FDFD.jl

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Pure Julia implementation of the finite difference frequency domain (FDFD) method for electromagnetics

RigorousCoupledWaveAnalysis.jl

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Rigorous Coupled-Wave Analysis (RCWA) for nanophotonics simulations

Photonics-FDTD-DRL

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Optimization and inverse design of photonic crystals using deep reinforcement learning

Multiclass_Metasurface_InverseDesign

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Here, we use a conditional deep convolutional generative adversarial network (cDCGAN) to inverse design across multiple classes of metasurfaces. Reference: https://onlinelibrary.wiley.com/doi/10.1002/...

Explainability_for_Photonics

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Here, we use Deep SHAP (or SHAP) to explain the behavior of nanophotonic structures learned by a convolutional neural network (CNN). Reference: https://pubs.acs.org/doi/full/10.1021/acsphotonics.0c010...

MESTI.m

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2D multi-source electromagnetic simulations in frequency domain, implementing the augmented partial factorization (APF) and other methods.