Conditional Machine Learning-Based Inverse Design Across Multiple Classes of Nanophotonic Structures

Christopher Yeung,Ryan Tsai,Benjamin Pham,Brian King,Yusaku Kawagoe,David Ho,Julia Liang,Mark W. Knight,Aaswath Raman

conference on lasers and electro optics（2021）

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摘要

We present a machine learning-based photonics design strategy centered on encoding image colors with material and structural data. Given input target spectra, our model can accurately determine the optimal metasurface class, materials, and structure.

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关键词

structural data,optimal metasurface class,conditional machine learning-based inverse design,nanophotonic structures,image colors,photonics design strategy

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