Elucidating the Physics of Nanophotonic Structures Through Explainable Machine Learning Algorithms
Christopher J. Yeung, Ju-Ming Tsai, Brian King, Yusaku Kawagoe, David G. Ho, Aaswath Pattabhi Raman · Frontiers in Optics / Laser Science · 2020
Explainable machine learning algorithms were applied to convolutional neural networks to reveal deeper insights into the properties of metamaterials, demonstrating new avenues for physics discovery and device optimization in optics and photonics.