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Multiclass_Metasurface_InverseDesign
Multiclass_Metasurface_InverseDesign PublicHere, we use a conditional deep convolutional generative adversarial network (cDCGAN) to inverse design across multiple classes of metasurfaces. Reference: https://onlinelibrary.wiley.com/doi/10.10…
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Explainability_for_Photonics
Explainability_for_Photonics PublicHere, 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.0c…
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DeepAdjoint_ML-Optimization_Integration
DeepAdjoint_ML-Optimization_Integration PublicHere, we combine deep learning (cDCGAN) with adjoint optimization (LumOpt) within a single user-friendly application (DeepAdjoint)). Reference: https://pubs.acs.org/doi/10.1021/acsphotonics.2c00968
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Repositories
- 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.org/doi/10.1021/acsphotonics.2c00968
Raman-Lab-UCLA/DeepAdjoint_ML-Optimization_Integration’s past year of commit activity - Multiclass_Metasurface_InverseDesign Public
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
Raman-Lab-UCLA/Multiclass_Metasurface_InverseDesign’s past year of commit activity - ML_Tutorials Public
Raman-Lab-UCLA/ML_Tutorials’s past year of commit activity - 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.org/doi/full/10.1021/acsphotonics.0c01067
Raman-Lab-UCLA/Explainability_for_Photonics’s past year of commit activity - Scotch_Tape_Radiative_Cooler Public
Raman-Lab-UCLA/Scotch_Tape_Radiative_Cooler’s past year of commit activity - Atmosphere_Model Public
Raman-Lab-UCLA/Atmosphere_Model’s past year of commit activity