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physics.ao-ph2026
Explainable AI for Geoscientific Regression: Evaluating Sensitivity and Attribution Methods with the Lorenz-63 System and Applications
Ieuan Higgs, Todd Jones, Kieran Hunt +1
As artificial intelligence (AI) moves from research prototypes to operational tools in Earth system science, trust in its predictions becomes increasingly important. Explainable AI…
physics.ao-ph2025★ 1 cited
Hybrid machine learning data assimilation for marine biogeochemistry
Ieuan Higgs, Ross Bannister, Jozef Skákala +2
Marine biogeochemistry models are critical for forecasting, as well as estimating ecosystem responses to climate change and human activities. Data assimilation (DA) improves these…