A conditioned progressively growing WGAN with surrogate physics loss and DPP diversity generates diverse realizable metasurface absorbers achieving 0.0052 average MSE, 0.8730 diversity, 0.8533 band alignment, and 89.57% valid EM designs.
Metasurface holograms for visible light,
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A plug-and-play differentiable model bridging ray and wave optics for hybrid systems that enables end-to-end optimization of planar and conformal diffractive elements.
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Inverse Design of Realizable Metasurface based Absorbers using Improved Conditioning and Diversity Enhanced Progressively Growing GANs
A conditioned progressively growing WGAN with surrogate physics loss and DPP diversity generates diverse realizable metasurface absorbers achieving 0.0052 average MSE, 0.8730 diversity, 0.8533 band alignment, and 89.57% valid EM designs.
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A General Differentiable Ray-Wave Framework for Hybrid Refractive-Diffractive System Modeling and Optimization
A plug-and-play differentiable model bridging ray and wave optics for hybrid systems that enables end-to-end optimization of planar and conformal diffractive elements.