AI Use Cases

Use case	Agency	Stage	High-impact	Topic area	AI classification	Sourcing
Lake Champlain Cyanobacteria Bloom modeling DOI-0099 · 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
Fire Effects at Whiskeytown National Recreation Area and Lava Beds National Monument DOI-0096 · 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
Hydrologic predictions for the Upper Mississippi River System using a hybrid deep learning approach. DOI-0082 · USGS	DOI	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
PFAS model of soils in the northeast DOI-0076 · USGS	DOI	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
PFAS Groundwater Model DOI-0078 · USGS	DOI	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
Aveva Predictive Analytics (APA) DOI-0058 · BOR	DOI	Pre-deployment	Not high-impact	Other	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
Machine Learning Refines Quagga Habitat Suitability [2024 INV#DOI-74 (NEW)] DOI-0045 · BOR	DOI	Pre-deployment	Not high-impact	Energy and the Environment	Classical / predictive ML	Not reported
Machine Learning Applied to Geotechnical Engineering: Statistical Methods Applied to Seismic Analysis [2024 INV#DOI-71 (NEW)] DOI-0044 · BOR	DOI	Pre-deployment	Not high-impact	Energy and the Environment	Classical / predictive ML	Not reported
Machine Learning for Chemical Savings at Reverse Osmosis Plants [2024 INV#DOI-73 (NEW)] DOI-0043 · BOR	DOI	Pre-deployment	Not high-impact	Energy and the Environment	Classical / predictive ML	Not reported
Geothermal Energy Assessments DOI-0039 · USGS	DOI	Pre-deployment	Not high-impact	Energy and the Environment	Classical / predictive ML	Not reported
Lithium Potential Assessments DOI-0038 · USGS	DOI	Pre-deployment	Not high-impact	Energy and the Environment	Classical / predictive ML	Not reported
Mineral Resource Assessments DOI-0037 · USGS	DOI	Pre-deployment	Not high-impact	Energy and the Environment	Classical / predictive ML	Not reported
Water Time-Series Record Automation Framework development DOI-0036 · USGS	DOI	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
Using advanced computing techniques for mobile monitoring platforms [2024 INV#WO0000000109492] DOI-0035 · USGS	DOI	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
CONUS EcoFlows Planning & Prototype [2024 INV#WO0000000109732] DOI-0032 · 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
IA Tribal Consultation Clearinghouse DOI-0006 · ASIA	DOI	Pre-deployment	Not high-impact	Administrative Functions	Classical / predictive ML	Not reported