Niklas Boers
- Observation-based early-warning signals for a collapse of the Atlantic Meridional Overturning Circulation
2021/08/01 by Niklas Boers · 1 voice · 18 citations
Earth and Planetary Sciences · Environmental Science · #Climate variability and models #Ecosystem dynamics and resilience #Geology and Paleoclimatology Research
- Uncertainties too large to predict tipping times of major Earth system components from historical data
2023/09/15 by Maya Ben‐Yami, Andreas Morr, Ben-Yami, Maya +5 · 12 citations
Biochemistry, Genetics and Molecular Biology · Economics, Econometrics and Finance · Environmental Science · #Complex Systems and Time Series Analysis #Ecosystem dynamics and resilience #FOS: Physical sciences #Geomagnetism and Paleomagnetism Studies #Geophysics (physics.geo-ph)
- Deep learning for predicting rate-induced tipping
2024/11/28 by Yu Huang, Sebastian Bathiany, Peter Ashwin +1 · 1 voice · 11 citations
Environmental Science · #Ecosystem dynamics and resilience
- Uncertainties too large to predict tipping times of major Earth system components from historical data
2024/08/02 by Maya Ben‐Yami, Andreas Morr, Sebastian Bathiany +1 · 1 voice · 8 citations
Environmental Science · Economics, Econometrics and Finance · #Ecosystem dynamics and resilience #Climate variability and models #Complex Systems and Time Series Analysis
- Stabilized Neural Differential Equations for Learning Dynamics with Explicit Constraints
2023/06/16 by Alistair White, Niki Kilbertus, White, Alistair +5 · 5 citations
Computer Science · Physics and Astronomy · #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Neural Networks and Applications
- Uncertainties in critical slowing down indicators of observation-based fingerprints of the Atlantic Overturning Circulation
2023/03/11 by Maya Ben‐Yami, Vanessa Skiba, Ben-Yami, Maya +5 · 5 citations
Biochemistry, Genetics and Molecular Biology · Earth and Planetary Sciences · Engineering · #Atmospheric and Oceanic Physics (physics.ao-ph) #FOS: Physical sciences #Geology and Paleoclimatology Research #Geomagnetism and Paleomagnetism Studies #Geophysics (physics.geo-ph) #Hydrocarbon exploration and reservoir analysis
- Fast, Scale-Adaptive, and Uncertainty-Aware Downscaling of Earth System Model Fields with Generative Machine Learning
2024/03/05 by Philipp Hess, Hess, Philipp, Michael Aich +5 · 6 citations
Computer Science · Earth and Planetary Sciences · Engineering · #Advanced Computational Techniques and Applications #Atmospheric and Oceanic Physics (physics.ao-ph) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Physical sciences #Geological Modeling and Analysis #Geophysics (physics.geo-ph) #Machine Learning (cs.LG) #Reservoir Engineering and Simulation Methods
- Physically Constrained Generative Adversarial Networks for Improving Precipitation Fields from Earth System Models
2022/08/25 by Philipp Heß, Markus Drüke, Hess, Philipp +7 · 3 citations
Earth and Planetary Sciences · Environmental Science · Computer Science · #Meteorological Phenomena and Simulations #Climate variability and models #Computational Physics and Python Applications
- Reconstructing Historical Climate Fields With Deep Learning
2023/11/30 by Nils Bochow, Anna Poltronieri, Bochow, Nils +5 · 4 citations
Earth and Planetary Sciences · Environmental Science · #Climate variability and models #Cryospheric studies and observations #FOS: Computer and information sciences #FOS: Physical sciences #Geophysics (physics.geo-ph) #Machine Learning (cs.LG) #Meteorological Phenomena and Simulations
- Conditional diffusion models for downscaling and bias correction of Earth system model precipitation
2024/04/05 by Michael Aich, Aich, Michael, Philipp Hess +9 · 3 citations
Earth and Planetary Sciences · #Artificial Intelligence (cs.AI) #Atmospheric and Oceanic Physics (physics.ao-ph) #Climate change and permafrost #FOS: Computer and information sciences #FOS: Physical sciences #Geological Studies and Exploration #Geophysics (physics.geo-ph) #Geophysics and Gravity Measurements #Machine Learning (cs.LG)
- Internal noise interference to warnings of tipping points in generic multi-dimensional dynamical systems
2023/11/30 by Andreas Morr, Morr, Andreas, Niklas Boers +3 · 2 citations
Environmental Science · Economics, Econometrics and Finance · #Ecosystem dynamics and resilience #Complex Systems and Time Series Analysis
- Projected Neural Differential Equations for Learning Constrained Dynamics
2024/10/31 by Alistair White, Anna Büttner, White, Alistair +11 · 1 citation
Computer Science · Physics and Astronomy · #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Neural Networks and Applications
- Flexible generation of daily Earth system model projections across radiative forcing scenarios
2026/07/23 by Yu Huang, Sebastian Bathiany, Shangshang Yang +3
#physics.ao-ph
- Fast Fourier Convolutional GAN for 30 m Clear-Sky Land Surface Temperature Gap-Free Reconstruction
2026/07/22 by Marwa Alfouly, Smajil Halilovic, Nils Bochow +3
#cs.CV #eess.IV #physics.geo-ph