Mária Lakatos

Statistical versus machine learning-based spatial interpolation of post-processed ensemble weather forecasts

Comparisons of statistical and machine-learning-based methods for post-processing ECMWF 2-m temperature and 10-m wind speed forecasts at observed and unobserved stations in Germany consider EMOS-based approaches, distributional regression networks, Transformers, and graph neural networks under both limited and extended...