Inferring Thunderstorm Occurrence from Vertical Profiles of Convection-Permitting Simulations: Physical Insights from a Physical Deep Learning Model. - Kianusch Vahid Yousefnia; Tobias Bölle; Christoph Metzl (CoRR, 2024)

Increasing NWP Thunderstorm Predictability Using Ensemble Data and Machine Learning. - Kianusch Vahid Yousefnia; Tobias Bölle; Christoph Metzl (CoRR, 2025)

Physical Scales Matter: The Role of Receptive Fields and Advection in Satellite-Based Thunderstorm Nowcasting with Convolutional Neural Networks. - Christoph Metzl; Kianusch Vahid Yousefnia; Richard Müller 003; Virginia Poli; Miria Celano; Tobias Bölle (CoRR, 2025)