Photonics design assisted by Deep Neural Networks

Harnessing the power of artificial intelligence to design next-generation photonic devices

DNN4Photonics objectives

  • Innovative methodologies using Deep Neural Networks (DNN) for modeling and optimizing large-scale photonic structures
  • Rapid and reliable surrogates for complex simulations, efficient inverse design strategies for tailored metasurface performance
  • Applications like achromatic metalenses, micrometer/millimeter-sized devices, etc.

Meetings

November 2024

First meeting of the DNN4Photonics Associate Team

Achievements

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Developed by the Atlantis project-team from Inria center at Université Cote d'Azur