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8 repositories

Radiant_Cooling_Ray_Tracing_Model
Public
MATLAB
•0•2•0•0•Updated Apr 21, 2025Apr 21, 2025
Reinforcement_Learning_PPO_Metagrating
Public
1•0•0•0•Updated Jan 30, 2025Jan 30, 2025
DeepAdjoint_ML-Optimization_Integration
Public
Here, we combine deep learning (cDCGAN) with adjoint optimization (LumOpt) within a single user-friendly application (DeepAdjoint)). Reference: https://pubs.acs…
5•15•1•0•Updated Mar 18, 2023Mar 18, 2023
Multiclass_Metasurface_InverseDesign
Public
Here, we use a conditional deep convolutional generative adversarial network (cDCGAN) to inverse design across multiple classes of metasurfaces. Reference: http…
generative-adversarial-network nanophotonics dcgan-pytorch
generative-adversarial-network nanophotonics dcgan-pytorch
Python
•39•212•3•0•Updated Jun 3, 2022Jun 3, 2022
ML_Tutorials
Public
Python
•1•1•0•0•Updated Jun 2, 2022Jun 2, 2022
Explainability_for_Photonics
Public
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…
convolutional-neural-networks nanophotonics shap
convolutional-neural-networks nanophotonics shap explainability
Python
•3•22•0•0•Updated May 7, 2022May 7, 2022
Scotch_Tape_Radiative_Cooler
Public
0•2•0•0•Updated Nov 17, 2021Nov 17, 2021
Atmosphere_Model
Public
0•0•1•0•Updated Aug 24, 2021Aug 24, 2021

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