1 citations · 1 across the 3 of their papers we have counts for
3 papers
Discovering How Ice Crystals Grow Using Neural ODE's and Symbolic Regression
Kara D. Lamb, Jerry Y. Harrington, Alfred M. Moyle +5
Depositional ice growth is an important process for cirrus cloud evolution, but the physics of ice growth in atmospheric conditions is still poorly understood. One major challenge…
Deep Koopman operator framework for causal discovery in nonlinear dynamical systems
Juan Nathaniel, Carla Roesch, Jatan Buch +4
We use a deep Koopman operator-theoretic formalism to develop a novel causal discovery algorithm, Kausal. Causal discovery aims to identify cause-effect mechanisms for better scien…
Understanding and Visualizing Droplet Distributions in Simulations of Shallow Clouds
Justus C. Will, Andrea M. Jenney, Kara D. Lamb +7
Thorough analysis of local droplet-level interactions is crucial to better understand the microphysical processes in clouds and their effect on the global climate. High-accuracy si…