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November 29, 2025 article

Emerging applications of physics-informed and physics-guided machine learning in geoenergy science: A review

Communications in Nonlinear Science and Numerical Simulation

DOI: 10.1016/j.cnsns.2025.109551 OpenAlex

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References 2

Perspectives of physics-based machine learning strategies for geoscientific applications governed by partial differential equations
2023 Geoscientific model development article Physics and Astronomy Model Reduction and Neural Networks Open access

39

citations
Sensitivity analysis using physics-based machine learning: an example from surrogate modelling for magnetotellurics
2025 Geophysical Journal International article Physics and Astronomy Model Reduction and Neural Networks Open access

1

citations

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