Divide-and-conquer DNN approach for the inverse point source problem using a few single frequency measurements

Inverse problems for PDEs (35R30) Schrödinger operator, Schrödinger equation (35J10) Inverse problems (including inverse scattering) in optics and electromagnetic theory (78A46)

Cites Work

Unnamed Item
Statistical and computational inverse problems.
Reconstruction of small inhomogeneities from boundary measurements
Approximation rates for neural networks with general activation functions
Machine learning based data retrieval for inverse scattering problems with incomplete data
Local estimators and Bayesian inverse problems with non-unique solutions
Inverse problems: A Bayesian perspective
Numerical schemes to reconstruct three-dimensional time-dependent point sources of acoustic waves
Optical tomography in medical imaging
Solving ill-posed inverse problems using iterative deep neural networks
Construct Deep Neural Networks based on Direct Sampling Methods for Solving Electrical Impedance Tomography
An Accelerated Level-Set Method for Inverse Scattering Problems
Imaging conductivity from current density magnitude using neural networks*
Extended-Sampling-Bayesian Method for Limited Aperture Inverse Scattering Problems
NETT: solving inverse problems with deep neural networks
Identification of Point-Like Objects with Multifrequency Sparse Data
Numerical solution of inverse problems by weak adversarial networks
An inverse medium problem using Stekloff eigenvalues and a Bayesian approach
Fast acoustic source imaging using multi-frequency sparse data
Solving inverse problems using data-driven models
SwitchNet: A Neural Network Model for Forward and Inverse Scattering Problems
Inverse Source Problem in Nonhomogeneous Background Media
The inverse source problem for Maxwell's equations
On Learned Operator Correction in Inverse Problems
Inverse acoustic and electromagnetic scattering theory

This page was built for publication: Divide-and-conquer DNN approach for the inverse point source problem using a few single frequency measurements