Physics-Informed Machine Learning-Based Data Assimilation for Mantle Thermal Convection

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Authors: Atsushi Nakao
Cited by: 1

Abstract

Code and data for reconstructing two-dimensional annular mantle convection associated with the following manuscript: Nakao, A. Physics-informed machine learning framework to retroactively estimate mantle thermal convection from partial geophysical observations. Manuscript under review at Journal of Geophysical Research: Machine Learning and Computation. Preprint available from ESS Open Archive: https://doi.org/10.22541/essoar.177248990.09713169/v1

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
15 July 2026