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Paper · arXiv

Flexible Inverse Design of Optical Multilayer Coatings Using Discrete-Continuous Flow Matching

Optical multilayer coatings are used in imaging optics, lasers, telecommunications, solar cells, and radiative cooling, where the spectral response required by each application is achieved by a well-designed layer structure. However, existing design methods have limitations. Local methods refine a starting design efficiently but depend on its quality, and global searches require up to millions of transfer-matrix evaluations per target. Existing deep-learning inverse-design models are fast, but they are trained for a fixed set of materials and a fixed wavelength band, and they either optimize the thicknesses for a fixed material sequence or choose them from a discrete grid. In this paper, ...

AuthorsZhiyi Li, Yuheng Jin, Yidan Huang et al.
Primary categoryphysics.optics
Published9 July 2026
Last updated at source9 October 2026
physics.opticscs.LG
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