Sebastian Lerch

12 papers Journal 12

Year	Rank	Type	Title / Venue / Authors
2025	J	`jnl`	Learning low-dimensional representations of ensemble forecast fields using autoencoder-based methods. CoRR Jieyu Chen, Kevin Höhlein, Sebastian Lerch
2025	J	`jnl`	Probabilistic intraday electricity price forecasting using generative machine learning. CoRR Jieyu Chen, Sebastian Lerch, Melanie Schienle, Tomasz Serafin, Rafal Weron
2024	J	`jnl`	Graph Neural Networks and Spatial Information Learning for Post-Processing Ensemble Weather Forecasts. CoRR Moritz Feik, Sebastian Lerch, Jan Stühmer
2024	J	`jnl`	Improving Model Chain Approaches for Probabilistic Solar Energy Forecasting through Post-processing and Machine Learning. CoRR Nina Horat, Sina Klerings, Sebastian Lerch
2023	J	`jnl`	Postprocessing of Ensemble Weather Forecasts Using Permutation-invariant Neural Networks. CoRR Kevin Höhlein, Benedikt Schulz, Rüdiger Westermann, Sebastian Lerch
2022	J	`jnl`	Aggregating distribution forecasts from deep ensembles. CoRR Benedikt Schulz, Sebastian Lerch
2022	J	`jnl`	Convolutional autoencoders for spatially-informed ensemble post-processing. CoRR Sebastian Lerch, Kai Lars Polsterer
2022	J	`jnl`	Generative machine learning methods for multivariate ensemble post-processing. CoRR Jieyu Chen, Tim Janke, Florian Steinke, Sebastian Lerch
2021	J	`jnl`	Machine learning for total cloud cover prediction. Neural Comput. Appl. Ágnes Baran, Sebastian Lerch, Mehrez El Ayari, Sándor Baran
2021	J	`jnl`	Machine learning methods for postprocessing ensemble forecasts of wind gusts: A systematic comparison. CoRR Benedikt Schulz, Sebastian Lerch
2020	J	`jnl`	Machine learning for total cloud cover prediction. CoRR Ágnes Baran, Sebastian Lerch, Mehrez El Ayari, Sándor Baran
2018	J	`jnl`	Neural networks for post-processing ensemble weather forecasts. CoRR Stephan Rasp, Sebastian Lerch