space weather

Global Sensitivity Analysis and Uncertainty Quantification for Background Solar Wind using the Alfvén Wave Solar Atmosphere Model
Aniket Jivani, Nishtha Sachdeva, Zhenguang Huang, Yang Chen, Bart van der Holst, Ward Manchester, Daniel Iong, Hongfan Chen, Shasha Zou, Gabor Toth
DOI PDF
Explainable ML for space weather forecasting
We trained gradient boosted trees to forecast the SYM-H index several hours ahead using solar wind data and used SHAP values to explain predictions.
Daniel Iong, Yang Chen, Gabor Toth, Shasha Zou, Tuija I. Pulkkinen, Jiaen Ren, Enrico Camporeale, Tamas I. Gombosi
DOI PDF Poster Slides
Explainable ML for space weather forecasting