AI Use Cases

Use case	Agency	Stage	High-impact	Topic area	AI classification	Sourcing
Feature extraction and characterization for update of The National Map DOI-0131 · USGS	DOI	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
Supervised learning for phycocyanin estimation from Sentinel-2 MSI in inland waters with independent validation DOI-0130 · USGS	DOI	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
[Un]supervised clustering of [non-]earthquake signals commonly recorded on regional seismic networks DOI-0121 · USGS	DOI	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported
Inference of PFAS precursor compositions DOI-0110 · 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
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
Water Time-Series Record Automation Framework development DOI-0036 · USGS	DOI	Pre-deployment	Not high-impact	Science	Classical / predictive ML	Not reported