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Weijie Xu's Projects

adjoint-workshop icon adjoint-workshop

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

angler icon angler

Frequency-domain photonic simulation and inverse design optimization for linear and nonlinear devices

metalab icon metalab

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

multiclass_metasurface_inversedesign icon multiclass_metasurface_inversedesign

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/adom.202100548

objective-first icon objective-first

Objective-first approach to nanophotonic design, implemented in Matlab

photonics-fdtd-drl icon photonics-fdtd-drl

Optimization and inverse design of photonic crystals using deep reinforcement learning

workshop-invdesign icon workshop-invdesign

📐 Workshop material for optical inverse design and automatic differentiation

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