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Solving inverse problems using data-driven models

Published in Acta Numerica • May 1, 2019
NobleIDNI2P35W01R72S19
Authors:
Simon Arridge
,
Peter Maass
,
Ozan Öktem

Abstract

Recent research in inverse problems seeks to develop a mathematically coherent foundation for combining data-driven models, and in particular those based on deep learning, with domain-specific knowledge contained in physical–analytical models. The focus is on solving ill-posed inverse problems that ...

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