AI use-case explorer

AI use cases

Search and filter every reported use case. Open a record for the agency's full description, governance answers and source provenance.

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Use case	Agency	Stage	High-impact	Topic area	AI classification	Sourcing
Delineating sub-surface drainage using satellite imagery [2024 INV#WO0000000109525] DOI-0230 · USGS	DOI	Deployed	Not high-impact	Science	Classical / predictive ML	Developed in-house
Predicting post-fire tree mortality DOI-0100 · USGS	DOI	Deployed	Not high-impact	Science	Classical / predictive ML	Developed in-house
Time Series Forecasting, Evaluation and Deployment (Time-FED) NASA-814 · JPL: Jet Propulsion Laboratory	NASA	Pilot	Not high-impact	Science	Classical / predictive ML	Developed in-house
Regression, Classification, Clustering with Hilbert Curves USDA-077 · Natural Resources and Environment	USDA	Pilot	Not high-impact	Science	Classical / predictive ML	Developed in-house
Long-term monitoring of northern spotted owl habitat and populations USDA-160 · Natural Resources and Environment	USDA	Pilot	Not high-impact	Science	Classical / predictive ML	Developed in-house
Data-Driven Streamflow Drought [2024 INV#WO0000000109714] DOI-0234 · USGS	DOI	Pilot	Not high-impact	Science	Classical / predictive ML	Developed in-house
Oceanographic, coastal, and geomorphic change analysis: data generation, QC/QA, and data management [2024 INV#WO0000000109310] DOI-0223 · USGS	DOI	Pilot	Not high-impact	Science	Classical / predictive ML	Developed in-house
Machine learning based shoreline time-series imputation, classification and forecasting (time-series analyses) [2024 INV#WO0000000108117] DOI-0178 · USGS	DOI	Pilot	Not high-impact	Science	Classical / predictive ML	Developed in-house
HOTLink: identifying elevated thermal anomalies at volcanoes [2024 INV#WO0000000109217] DOI-0158 · USGS	DOI	Pilot	Not high-impact	Science	Classical / predictive ML	Developed in-house
Experimental Forecast for River Chlorophyll DOI-0105 · USGS	DOI	Pilot	Not high-impact	Science	Classical / predictive ML	Developed in-house
Invasive Carp Harvest Predictive Model DOI-0061 · USGS	DOI	Pilot	Not high-impact	Science	Classical / predictive ML	Developed in-house
NIF Shot Analytics & Predictive Maintenance Support Pilot DOE-529 · LLNL - Lawrence Livermore National Laboratory (LFO)	DOE	Pilot	Not high-impact	Science	Classical / predictive ML	Purchased from vendor
Machine Learning for Accelerator Operations Using Big Data Analytics / L-CAPE DOE-73 · FNAL - Fermi National Accelerator (SC43 OIM)	DOE	Pilot	Not high-impact	Science	Classical / predictive ML	Developed in-house
Tsunami Hazard Analysis [2024 INV#WO0000000108470] DOI-0165 · USGS	DOI	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Developed in-house
Machine learning for streamflow forecasting [2024 INV#WO0000000109317] DOI-0167 · USGS	DOI	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
Storm Induced Erosion Response Network DOI-0107 · USGS	DOI	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
Nutrient, Salinity, sediment, temperature, and drought model development DOI-0031 · USGS	DOI	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
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
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
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
AI-Enhanced FDA Regulated Commodity Consumption Pattern Analysis R0873 · HHS/FDA/OCS	HHS	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
Preseason Corn and Soybeans Forecasts USDA-170 · Research, Education and Economics	USDA	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
PestScore VA: AI-Driven Pest Risk Forecasting VA-25-4094 · VHA: Veterans Health Administration	VA	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
Use ML as part of an integrated strategy for forecasting renewable energy resources DOE-572 · BNL - Brookhaven National Laboratory (SC43 OIM)	DOE	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
Use AI/ML for Climate Prediction DOE-592 · BNL - Brookhaven National Laboratory (SC43 OIM)	DOE	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported