3 papers
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.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.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…