February 01, 2019 article Open access Deep learning and process understanding for data-driven Earth system science Nature DOI: 10.1038/s41586-019-0912-1 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 29 stored of 5,685 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 Temperature-Dependent Bioaccumulation of Metals in Marine Mollusks: Integrating Thermal Performance Curves, Machine Learning, and Toxicokinetic Modeling 2026 Environmental Science & Technology article Environmental Science Environmental Toxicology and Ecotoxicology 1 citations A drone imagery dataset for semantic segmentation of urban garden ground covers in biodiversity studies 2026 Scientific Data data-paper Engineering Remote-Sensing Image Classification Open access 0 citations AI in soil moisture remote sensing 2025 International Journal of Applied Earth Observation and Geoinformation article Environmental Science Soil Moisture and Remote Sensing Open access 3 citations Hybrid modelling of leaf traits: Integrating neural networks with radiative transfer theory 2025 Remote Sensing of Environment article Environmental Science Remote Sensing in Agriculture Open access 8 citations Digital twins of the Earth with and for humans 2024 Communications Earth & Environment article Earth and Planetary Sciences Earth Systems and Cosmic Evolution Open access 75 citations A Machine Learning based approach to predict road rutting considering uncertainty 2024 Case Studies in Construction Materials article Engineering Asphalt Pavement Performance Evaluation Open access 17 citations 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 Reply on RC2 2023 peer-review Physics and Astronomy Model Reduction and Neural Networks Open access 0 citations Comment on gmd-2022-309 2023 peer-review Physics and Astronomy Model Reduction and Neural Networks Open access 0 citations Reply on CEC1 2023 peer-review Physics and Astronomy Model Reduction and Neural Networks Open access 0 citations Reply on AC2 2023 peer-review Physics and Astronomy Model Reduction and Neural Networks Open access 0 citations A Spatiotemporal Deep Learning Approach for Urban Pluvial Flood Forecasting with Multi-Source Data 2023 Water article Environmental Science Hydrological Forecasting Using AI Open access cited by 1 patent 45 citations Reply on RC1 2023 peer-review Physics and Astronomy Model Reduction and Neural Networks Open access 0 citations Comment on gmd-2022-309 2023 peer-review Physics and Astronomy Model Reduction and Neural Networks Open access 0 citations Perspectives of Physics-Based Machine Learning for Geoscientific Applications Governed by Partial Differential Equations 2023 preprint Physics and Astronomy Model Reduction and Neural Networks Open access 5 citations Networking the forest infrastructure towards near real-time monitoring – A white paper 2023 The Science of The Total Environment article Earth and Planetary Sciences Environmental Monitoring and Data Management Open access 39 citations Enhancing the predictability of ecology in a changing world: A call for an organism-based approach 2023 Frontiers in Applied Mathematics and Statistics article Environmental Science Ecology and Vegetation Dynamics Studies Open access 13 citations Urban scale climate change adaptation through smart technologies 2023 Elsevier eBooks book-chapter Engineering Smart Cities and Technologies 3 citations Development of a regional feature selection-based machine learning system (RFSML v1.0) for air pollution forecasting over China 2022 Geoscientific model development article Environmental Science Air Quality Monitoring and Forecasting Open access 25 citations Geological Modeling 4.0 2022 Springer eBooks book-chapter Earth and Planetary Sciences Geological Modeling and Analysis 0 citations 1–20 of 29 Page 1 / 2 Next → References 0