Multiphase flow detection with photonic crystals and deep learning

Abstract

Photonic crystal (PC)-based sensing is an attractive approach for achieving accurate environmental sensing applications due to its band structure. Here, the authors utilize microwave transmission through PCs and deep learning physics-based data analytics to characterize flowing fluid mixtures.