We introduce a reduced order model (ROM) methodology for inverse electromagnetic wave scattering in layered lossy media, using data gathered by an antenna which generates probing and measures the time resolved reflected wave. recast propagation problem as passive infinite-dimensional dynamical system, whose transfer function is expressed terms of measurements at antenna. The ROM low-dimensional...

The unprecedented amount of data generated from experiments, field observations, and large-scale numerical simulations at a wide range spatiotemporal scales has enabled the rapid advancement data-driven especially deep learning models in fluid mechanics. Although these methods are proven successful for many applications, there is grand challenge improving their generalizability. This particular...