3 papers
cs.LG2024
Spatio-temporal Multivariate Cluster Evolution Analysis for Detecting and Tracking Climate Impacts
Warren L. Davis, Max Carlson, Irina Tezaur +3
Recent years have seen a growing concern about climate change and its impacts. While Earth System Models (ESMs) can be invaluable tools for studying the impacts of climate change,…
cs.LG2024
Random Forest Regression Feature Importance for Climate Impact Pathway Detection
Meredith G. L. Brown, Matt Peterson, Irina Tezaur +2
Disturbances to the climate system, both natural and anthropogenic, have far reaching impacts that are not always easy to identify or quantify using traditional climate science ana…
cs.DC2024
In-situ data extraction for pathway analysis in an idealized atmosphere configuration of E3SM
Andrew Steyer, Luca Bertagna, Graham Harper +3
We propose an approach for characterizing source-impact pathways, the interactions of a set of variables in space-time due to an external forcing, in climate models using in-situ a…