5 papers
Maximum updraft velocity beyond CAPE: the role of boundary layer dynamics and pressure perturbations
Bety Pechacova, Alejandro Casallas, Tom Beucler +2
Deep convective updraft velocities play a key role in the Earth's climate system, influencing precipitation extremes, lightning, and the planetary energy budget. While Convective A…
PRecover 1.0: Process Rate Recovery with Machine Learning
Miriam Simm, Tom Beucler, Corinna Hoose
Comprehensive information on cloud microphysical process rates from numerical simulations allows for better understanding of precipitation formation pathways and aerosol-cloud inte…
Machine Learning of Vertical Fluxes by Unresolved Midlatitude Mesoscale Processes
Erisa Ismaili, Robert C. Jnglin Wills, Tom Beucler
Machine learning (ML) can represent processes unresolved in coarse-resolution Earth system models (ESMs) by learning from high-resolution climate data. Such ML parameterization app…
Dissipating the correlation smokescreen: Causal decomposition of the radiative effects of biomass burning aerosols over the South-East Atlantic
Emilie Fons, Isabel L. McCoy, Tom Beucler +2
Biomass burning aerosols (BBAs) from Southern Africa seasonally overlie the semi-permanent South-East Atlantic (SEA) stratocumulus deck, impacting the region's energy budget throug…
Calibrated Conformal Prediction Intervals for Microphysical Process Rates
Miriam Simm, Corinna Hoose, Tom Beucler
Conformal prediction can yield statistically valid prediction intervals for any regression model, with no model modifications and small computational costs. To assess its practical…