Mohamed M. Badr

Principal Component Analysis for Nanophotonic Structures: Theory and Applications

Recent progress in nanophotonic circuits and metasurfaces has created high-dimensional design spaces that are difficult for traditional optimization tools to navigate. This review positions Principal Component Analysis (PCA) within that landscape, clarifying where linear dimensionality reduction remains state-of-the-ar...