Inferring Thunderstorm Occurrence from Vertical Profiles of Convection-Permitting Simulations: Physical Insights from a Physical Deep Learning Model

KV Yousefnia, T Bölle, C Metzl - arxiv preprint arxiv:2409.20087, 2024 - arxiv.org
Thunderstorms have significant social and economic impacts due to heavy precipitation,
hail, lightning, and strong winds, necessitating reliable forecasts. Thunderstorm forecasts …

A minimal model of the deep-convection lifecycle and its verification in remote-sensing observations

T Bölle, C Metzl, KV Yousefnia - arxiv preprint arxiv:2410.20887, 2024 - arxiv.org
Deep convection is one of the most important atmospheric transport mechanisms and
associated with various severe weather phenomena. Manifestations of deep convection in …

[PDF][PDF] Modeling Thunderstorms Using Machine Learning for WA

AOO Sekyere - 2024 - preprints.org
This research developed and evaluated a machine learning model for predicting
thunderstorm frequency, in the Wa region of Ghana, with a focus on its impact for agricultural …