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Sebastian Scher
Sebastian Scher
Know-Center Graz
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Titel
Zitiert von
Zitiert von
Jahr
WeatherBench: A Benchmark Data Set for Data‐Driven Weather Forecasting
S Rasp, PD Dueben, S Scher, JA Weyn, S Mouatadid, N Thuerey
Journal of Advances in Modeling Earth Systems 12 (11), e2020MS002203, 2020
3452020
Toward Data‐Driven Weather and Climate Forecasting: Approximating a Simple General Circulation Model With Deep Learning
S Scher
Geophysical Research Letters 45 (22), 12,616-12,622, 2018
2362018
Predicting weather forecast uncertainty with machine learning
S Scher, G Messori
Quarterly Journal of the Royal Meteorological Society 144 (717), 2830-2841, 2018
1742018
Weather and climate forecasting with neural networks: using general circulation models (GCMs) with different complexity as a study ground
S Scher, G Messori
Geoscientific Model Development 12 (7), 2797-2809, 2019
1462019
How Global Warming Changes the Difficulty of Synoptic Weather Forecasting
S Scher, G Messori
Geophysical Research Letters 46 (5), 2931-2939, 2019
502019
Ensemble Methods for Neural Network‐Based Weather Forecasts
S Scher, G Messori
Journal of Advances in Modeling Earth Systems 13, 2021
492021
Generalization properties of feed-forward neural networks trained on Lorenz systems
S Scher, G Messori
Nonlinear Processes in Geophysics 26 (4), 381-399, 2019
472019
Dynamics and predictability of cold spells over the Eastern Mediterranean
A Hochman, S Scher, J Quinting, JG Pinto, G Messori
Climate Dynamics 58 (7-8), 2047-2064, 2022
292022
How Gulf-Stream SST-fronts influence Atlantic winter storms
H de Vries, S Scher, R Haarsma, S Drijfhout, A van Delden
Climate Dynamics 52 (9-10), 5899-5909, 2019
242019
A new view of heat wave dynamics and predictability over the Eastern Mediterranean
A Hochman, S Scher, J Quinting, JG Pinto, G Messori
Earth System Dynamics 12 (1), 133-149, 2021
232021
Machine learning based prediction of icing-related wind power production loss
S Scher, J Molinder
IEEE Access 7, 129421-129429, 2019
232019
Probabilistic forecasting of wind turbine icing related production losses using quantile regression forests
J Molinder, S Scher, E Nilsson, H Körnich, H Bergström, A Sjöblom
Energies 14 (1), 158, 2020
152020
Temporal disaggregation of spatial rainfall fields with generative adversarial networks
S Scher, S Peßenteiner
Hydrology and Earth System Sciences 25 (6), 3207-3225, 2021
122021
Resolution dependence of extreme precipitation and deep convection over the Gulf Stream
S Scher, RJ Haarsma, H De Vries, SS Drijfhout, AJ Van Delden
Journal of Advances in Modeling Earth Systems 9 (2), 1186-1194, 2017
82017
Robust worst-case scenarios from ensemble forecasts
S Scher, S Jewson, G Messori
Weather and forecasting 36 (4), 1357-1373, 2021
72021
Modelling the long-term fairness dynamics of data-driven targeted help on job seekers
S Scher, S Kopeinik, A Trügler, D Kowald
Scientific Reports 13 (1), 1727, 2023
52023
Artificial intelligence in weather and climate prediction: Learning atmospheric dynamics
S Scher
Department of Meteorology, Stockholm University, 2020
52020
Robustness of Machine Learning Models Beyond Adversarial Attacks
S Scher, A Trügler
arXiv preprint arXiv:2204.10046, 2022
42022
Decide now or wait for the next forecast? Testing a decision framework using real forecasts and observations
S Jewson, S Scher, G Messori
Monthly Weather Review 149 (6), 1637-1650, 2021
42021
Spherical convolution and other forms of informed machine learning for deep neural network based weather forecasts
S Scher, G Messori
arXiv preprint arXiv:2008.13524, 2020
42020
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