Bilayer metasurfaces achieve full 0-2π transmission phase coverage while suppressing reflections below bare glass levels via a derived design rule linking effective indices of two TiO2 layers.
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NOTES couples a DeepONet topology decoder with CMA-ES in a PCA-derived latent space, achieving >95% deflection efficiency on nanophotonic metagratings and compliance of 246 on MBB beams, outperforming direct CMA-ES and gradient-based baselines.
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Antireflection by design in bilayer metasurfaces
Bilayer metasurfaces achieve full 0-2π transmission phase coverage while suppressing reflections below bare glass levels via a derived design rule linking effective indices of two TiO2 layers.
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Neural Operator-enabled Topology-informed Evolutionary Strategy for PDE-Constrained Optimization
NOTES couples a DeepONet topology decoder with CMA-ES in a PCA-derived latent space, achieving >95% deflection efficiency on nanophotonic metagratings and compliance of 246 on MBB beams, outperforming direct CMA-ES and gradient-based baselines.
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