3 papers
physics.flu-dyn2024
Online learning of eddy-viscosity and backscattering closures for geophysical turbulence using ensemble Kalman inversion
Yifei Guan, Pedram Hassanzadeh, Tapio Schneider +4
Different approaches to using data-driven methods for subgrid-scale closure modeling have emerged recently. Most of these approaches are data-hungry, and lack interpretability and…
cs.LG2023
SEEDS: Emulation of Weather Forecast Ensembles with Diffusion Models
Lizao Li, Rob Carver, Ignacio Lopez-Gomez +2
Uncertainty quantification is crucial to decision-making. A prominent example is probabilistic forecasting in numerical weather prediction. The dominant approach to representing un…
physics.soc-ph2021
The Anthropocene by the Numbers: A Quantitative Snapshot of Humanity's Influence on the Planet
Griffin Chure, Rachel A. Banks, Avi I. Flamholz +6
The presence and action of humans on Earth has exerted a strong influence on the evolution of the planet over the past 10,000 years, the consequences of which are now bec…