AI Use Cases

Use case	Agency	Stage	High-impact	Topic area	AI classification	Sourcing
Rangeland Analysis Platform USDA-046 · Research, Education and Economics; Farm Production and Conse	USDA	Deployed	Not high-impact	Energy and the Environment	Classical / predictive ML	Contract and in-house
AI for regional forest mapping and monitoring USDA-089 · Natural Resources and Environment	USDA	Deployed	Not high-impact	Energy and the Environment	Classical / predictive ML	Contract and in-house
Random forest models for predicting water quality of inland waters from remotely sensed imagery DOI-0137 · USGS	DOI	Pilot	Not high-impact	Energy and the Environment	Classical / predictive ML	Developed in-house
Drone Imagery Analysis DOE-539 · LM HQ - Office of Legacy Management (LM)	DOE	Pilot	Not high-impact	Energy and the Environment	Classical / predictive ML	Purchased from vendor
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 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