AI Use Cases

Use case	Agency	Stage	High-impact	Topic area	AI classification	Sourcing
Geostationary Satellite Sounder Pathfinder Project for 4-D Atmospheric Thermodynamics and Winds NASA-317 · LaRC: Langley Research Center	NASA	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
SERVIR Applied Deep Learning Book NASA-506 · MSFC: Marshall Space Flight Center	NASA	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
Bias correction of GEOS S2S forecast using machine learning NASA-583 · GSFC: Goddard Space Flight Center	NASA	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
Development of a machine learning emulator for CAM-CMAQ to improve wildfire smoke forecasts NASA-602 · GSFC: Goddard Space Flight Center	NASA	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
Generating localized air quality forecasts for US embassies using ML and GEOS-FP NASA-620 · GSFC: Goddard Space Flight Center	NASA	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
Localized air quality forecasts for cities in Africa and South America NASA-636 · GSFC: Goddard Space Flight Center	NASA	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
Rangelands Water Monitoring and Forecasting System NASA-667 · GSFC: Goddard Space Flight Center	NASA	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
A Forecasting Scheme For Accelerated Harmful Algal Bloom Monitoring (FASTHAB) NASA-865 · GSFC: Goddard Space Flight Center	NASA	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
Integrating Explainable Machine Learning with Physics for Enhanced Wildfire Detection in Observation-Constrained Environments NASA-868 · GSFC: Goddard Space Flight Center	NASA	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
Diffusion Modeling of the Solar Corona NASA-878 · GSFC: Goddard Space Flight Center	NASA	Pre-deployment	Not high-impact	Science	Generative AI	Not reported
Data-Mining Similar Scenarios for Uncertainty Quantification of Solar Wind Predictions at L1 NASA-879 · GSFC: Goddard Space Flight Center	NASA	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
Nominal Forecast Sub System for the NASA Coastal Zone Digital Twin NASA-893 · GSFC: Goddard Space Flight Center	NASA	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
Hydrology Copilot NASA-897 · GSFC: Goddard Space Flight Center	NASA	Pre-deployment	Not high-impact	Science	Agentic AI	Not reported
Development of a Next-Generation Ensemble Prediction System for Atmospheric Composition NASA-915 · GSFC: Goddard Space Flight Center	NASA	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported