51 citations · 109 across the 3 of their papers we have counts for
3 papers
Latent diffusion models for generative precipitation nowcasting with accurate uncertainty quantification
Jussi Leinonen, Ulrich Hamann, Daniele Nerini +2
Diffusion models have been widely adopted in image generation, producing higher-quality and more diverse samples than generative adversarial networks (GANs). We introduce a latent…
Thunderstorm nowcasting with deep learning: a multi-hazard data fusion model
Jussi Leinonen, Ulrich Hamann, Ioannis V. Sideris +1
Predictions of thunderstorm-related hazards are needed in several sectors, including first responders, infrastructure management and aviation. To address this need, we present a de…
Seamless lightning nowcasting with recurrent-convolutional deep learning
Jussi Leinonen, Ulrich Hamann, Urs Germann
A deep learning model is presented to nowcast the occurrence of lightning at a five-minute time resolution 60 minutes into the future. The model is based on a recurrent-convolution…