Inversion of Magnetic Data Using Learned Dictionaries and Scale Space

Machine Learning
Geophysics
Dictionary Learning
Scale Space Methods
Integrates dictionary learning and scale-space methods for adaptive magnetic data inversion, improving reconstruction accuracy and robustness in geophysical applications.
Authors

Shadab Ahamed

Simon Ghyselincks

Pablo Chang Huang Arias

Julian Kloiber

Yasin Ranjbar

Jingrong Tang

Niloufar Zakariaei

Eldad Haber

Published

May 17, 2025

Note: S. Ahamed and S. Ghyselincks—Equal contribution.

Links: - Paper (Springer) - Preprint (arXiv) - Code Repository