November 28, 2025 article Open access Exploiting physics-based machine learning to quantify geodynamic effects – insights from the Alpine region Geoscientific model development DOI: 10.5194/gmd-18-9219-2025 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 0 stored of 1 References 9 Search Sort Most cited Newest Oldest Patent citations Title Any typearticle review book-chapter conference-paper preprint dissertation book dataset other Any fieldAgricultural and Biological Sciences Arts and Humanities Biochemistry, Genetics and Molecular Biology Business, Management and Accounting Chemical Engineering Chemistry Computer Science Decision Sciences Dentistry Earth and Planetary Sciences Economics, Econometrics and Finance Energy Engineering Environmental Science Health Professions Immunology and Microbiology Materials Science Mathematics Medicine Neuroscience Nursing Pharmacology, Toxicology and Pharmaceutics Physics and Astronomy Psychology Social Sciences Veterinary Open access 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 3D multi-physics uncertainty quantification using physics-based machine learning 2022 Scientific Reports article Physics and Astronomy Model Reduction and Neural Networks Open access 30 citations Global sensitivity analysis to optimize basin-scale conductive model calibration – A case study from the Upper Rhine Graben 2021 Geothermics article Energy Geothermal Energy Systems and Applications Open access 21 citations Uncertainty quantification for basin-scale geothermal conduction models 2022 Scientific Reports article Physics and Astronomy Model Reduction and Neural Networks Open access 18 citations Present‐Day Upper‐Mantle Architecture of the Alps: Insights From Data‐Driven Dynamic Modeling 2022 Geophysical Research Letters article Earth and Planetary Sciences Geological Formations and Processes Exploration Open access 13 citations How biased are our models? – a case study of the alpine region 2021 Geoscientific model development article Physics and Astronomy Model Reduction and Neural Networks Open access 10 citations How Alpine seismicity relates to lithospheric strength 2022 International Journal of Earth Sciences article Earth and Planetary Sciences earthquake and tectonic studies Open access 9 citations Effects of transient processes for thermal simulations of the Central European Basin 2021 Geoscientific model development article Engineering Reservoir Engineering and Simulation Methods Open access 7 citations Combining 3‐D Probabilistic Kinematic Modeling With Thermal Resetting Measurements: An Approach to Reduce Uncertainty in Exhumation Histories 2025 Geochemistry Geophysics Geosystems article Earth and Planetary Sciences Geological and Geochemical Analysis Open access 1 citations 9 results