26 citations · 26 across the 3 of their papers we have counts for
3 papers
stat.AP2025
Probabilistic intraday electricity price forecasting using generative machine learning
Jieyu Chen, Sebastian Lerch, Melanie Schienle +2
The growing importance of intraday electricity trading in Europe calls for improved price forecasting and tailored decision-support tools. In this paper, we propose a novel generat…
cs.LG2025
Learning low-dimensional representations of ensemble forecast fields using autoencoder-based methods
Jieyu Chen, Kevin Höhlein, Sebastian Lerch
Large-scale numerical simulations often produce high-dimensional gridded data that is challenging to process for downstream applications. A prime example is numerical weather predi…
physics.ao-ph2022★ 26 cited
Generative machine learning methods for multivariate ensemble post-processing
Jieyu Chen, Tim Janke, Florian Steinke +1
Ensemble weather forecasts based on multiple runs of numerical weather prediction models typically show systematic errors and require post-processing to obtain reliable forecasts.…