In this paper, we present an overview of our innovative computational methodology based on statistical learning optimization to optimize highly efficient and robust metasurface designs. We have optimized highly efficient single- and multi-functional devices. In addition, we have extended our multi-objective optimization to account for manufacturing imperfections.
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