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