Machine Learning for Inverse Design
Paper in proceeding, 2026
I will present an overview of our work on using machine learning for inverse design in nanophotonics, with emphasis on free-form inverse design, the use of machine learning in inverse design, physics-informed neural networks, and adaptive metamaterials.
photonic crystals
nanophotonics
metamaterials
machine learning
inverse design
Author
Philippe Tassin
Chalmers, Physics, Condensed Matter and Materials Theory
International Conference on Metamaterials, Photonic Crystals and Plasmonics
24291390 (eISSN)
417-
16th International Conference on Metamaterials, Photonic Crystals and Plasmonics, META 2026
Dublin, Ireland,
Dublin, Ireland,
Creating New Photonic Metasurfaces with Artificial Intelligence
Swedish Research Council (VR) (2020-05284), 2020-12-01 -- 2024-11-30.
Subject Categories (SSIF 2025)
Computer Sciences
Applied Mechanics