Sebastian Lerch

Publication Activity (10 Years)

Years Active: 2018-2024
Publications (10 Years): 10

Top Topics

Spatial Information

Machine Learning

Top Venues

Neural Comput. Appl.

Publications

Nina Horat, Sina Klerings, Sebastian Lerch
Improving Model Chain Approaches for Probabilistic Solar Energy Forecasting through Post-processing and Machine Learning. CoRR (2024)
Moritz Feik, Sebastian Lerch, Jan Stühmer
Graph Neural Networks and Spatial Information Learning for Post-Processing Ensemble Weather Forecasts. CoRR (2024)
Kevin Höhlein, Benedikt Schulz, Rüdiger Westermann, Sebastian Lerch
Postprocessing of Ensemble Weather Forecasts Using Permutation-invariant Neural Networks. CoRR (2023)
Benedikt Schulz, Sebastian Lerch
Aggregating distribution forecasts from deep ensembles. CoRR (2022)
Sebastian Lerch, Kai Lars Polsterer
Convolutional autoencoders for spatially-informed ensemble post-processing. CoRR (2022)
Jieyu Chen, Tim Janke, Florian Steinke, Sebastian Lerch
Generative machine learning methods for multivariate ensemble post-processing. CoRR (2022)
Ágnes Baran, Sebastian Lerch, Mehrez El Ayari, Sándor Baran
Machine learning for total cloud cover prediction. Neural Comput. Appl. 33 (7) (2021)
Benedikt Schulz, Sebastian Lerch
Machine learning methods for postprocessing ensemble forecasts of wind gusts: A systematic comparison. CoRR (2021)
Ágnes Baran, Sebastian Lerch, Mehrez El Ayari, Sándor Baran
Machine learning for total cloud cover prediction. CoRR (2020)
Stephan Rasp, Sebastian Lerch
Neural networks for post-processing ensemble weather forecasts. CoRR (2018)