Applications of Deep Learning to Scientific Inverse Problems

The first part of this thesis introduces an end-to-end deep learning architecture, called the wide-band butterfly network (WideBNet), which comprehensively solves the inverse wave scattering problem across all length scales. Our architecture incorporates the physics of wave propagation using tools f...

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Bibliographic Details
Main Author: Li, Matthew T. C.
Other Authors: Demanet, Laurent
Format: Thesis
Published: Massachusetts Institute of Technology 2022
Online Access:https://hdl.handle.net/1721.1/139969