AI Use Cases

Use case	Agency	Stage	High-impact	Topic area	AI classification	Sourcing
Remote Sensing Coastal Change - Shoreline Change DOI-0264 · USGS	DOI	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
Remote sensing of particulate and filter passing mercury species: models and proxies DOI-0157 · USGS	DOI	Pre-deployment	Not high-impact	Energy and the Environment	Classical / predictive ML	Not reported
An integrated sensor network and data driven approach to satellite remote sensing of Dissolved Organic Matter DOI-0154 · USGS	DOI	Pre-deployment	Not high-impact	Energy and the Environment	Classical / predictive ML	Not reported
Using High-Resolution Imagery and Artificial Intelligence to Support Climate Change Resilience in Agroforestry Across the Pacific DOI-0138 · USGS	DOI	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
MAGMA-net: Multimodal analysis for geophysical monitoring of activity DOI-0125 · USGS	DOI	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
Forest metrics at Redwood National and State Parks DOI-0098 · USGS	DOI	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
Detecting and tracking reed canarygrass (Phalaris arundinacea) invasion in the Upper Mississippi River floodplain using remote sensing and artifial intelegence. DOI-0085 · USGS	DOI	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
Using Machine Learning to Automate Crack Mapping and Structural Health Monitoring DOI-0048 · BOR	DOI	Pre-deployment	Not high-impact	Energy and the Environment	Classical / predictive ML	Not reported
HyperMapping with Hyperspectral Precise Pointing Optical Sensor (HYPPOS) for Decadal Survey Mission Pathfinder Activities NASA-133 · GSFC: Goddard Space Flight Center	NASA	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
Semi-Automatic Landslide Detection (SALaD) NASA-189 · GSFC: Goddard Space Flight Center	NASA	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
SpectraClass: Semi-supervised learning in a Jupyter Notebook NASA-192 · GSFC: Goddard Space Flight Center	NASA	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
Estimation of Multilayered Cloud Properties from Low-Earth-Orbit Satellite Imager Data NASA-314 · LaRC: Langley Research Center	NASA	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
Improvements in Global Nighttime Satellite Cloud Analyses for Weather and Climate NASA-321 · LaRC: Langley Research Center	NASA	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
Automated Dust detection in satellite imagery NASA-360 · MSFC: Marshall Space Flight Center	NASA	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
Marine debris detection using deep learning and high resolution satellite images NASA-370 · MSFC: Marshall Space Flight 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
Sub-Saharan West Africa Land Cover Change NASA-847 · GSFC: Goddard Space Flight Center	NASA	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
Lunar Foundation Model for Planetary Sciences NASA-930 · MSFC: Marshall Space Flight Center	NASA	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
Cover Crop Mapping USDA-061 · Farm Production and Conservation	USDA	Pre-deployment	High-impact	Service Delivery	Classical / predictive ML	Not reported
Planting Date Detection USDA-062 · Farm Production and Conservation	USDA	Pre-deployment	High-impact	Service Delivery	Classical / predictive ML	Not reported
Global Maritime Intelligence DHS-2667 · ICE	DHS	Pre-deployment	Presumed high-impact, determined not	Law Enforcement	Classical / predictive ML	Not reported