DNN4Photonics objectives

• Innovative methodologies using Deep Neural Networks (DNNs) for modeling and optimizing large-scale photonic structures
• Rapid and reliable surrogates for complex simulations, and efficient inverse design strategies
• Applications to the design of large-scale metasurfaces and metalenses

DNN4Photonics consists in two complementary projects: an Inria Associate Team that was initiated in January 2024 and a collaborative research project funded by ANR and FAPESP that has started in January 2025.