AI Use Cases

Use case	Agency	Stage	High-impact	Topic area	AI classification	Sourcing
Predictive flood modeling USDA-082 · Natural Resources and Environment	USDA	Deployed	Not high-impact	Transportation	Classical / predictive ML	Developed in-house
Credential Authentication Technology with Camera System (CAT-2) and AutoCAT (CAT-2 in an e-gate form factor) DHS-327 · TSA	DHS	Deployed	High-impact	Transportation	Classical / predictive ML	Purchased from vendor
PreCheck Touchless Identity Solution DHS-345 · TSA	DHS	Deployed	High-impact	Transportation	Classical / predictive ML	Contract and in-house
Aircraft Landing Location Predictor (KESTREL) DHS-65 · CBP	DHS	Deployed	Presumed high-impact, determined not	Transportation	Classical / predictive ML	Purchased from vendor
Certified Professional Controller (CPC) On-Board Success Evaluator DOT-1000008 · FAA AJO	DOT	Deployed	Not high-impact	Transportation	Classical / predictive ML	Contract and in-house
Managing curb allocation in cities DOE-357 · PNNL - Pacific Northwest National Laboratory (SC43 OIM)	DOE	Pre-deployment	Not high-impact	Transportation	Classical / predictive ML	Developed in-house
Automated Delay detection using voice processing DOT-1000009 · FAA AJO	DOT	Pre-deployment	Not high-impact	Transportation	Classical / predictive ML	Contract and in-house
Improving recreation opportunities and access to public lands through machine learning and transportation planning DOI-0104 · USGS	DOI	Pre-deployment	Not high-impact	Transportation	Classical / predictive ML	Not reported
Technical Operations Predictive Maintenance DOT-1000010 · FAA AJO	DOT	Pre-deployment	Not high-impact	Transportation	Classical / predictive ML	Contract and in-house
Explainable and robust deep semi-supervised model for multi-class anomaly detection in flight data NASA-11 · ARC: Ames Research Center	NASA	Pre-deployment	Not high-impact	Transportation	Classical / predictive ML	Not reported
Machine Learning Airport Surface Model: Airport Configuration Prediction NASA-18 · ARC: Ames Research Center	NASA	Pre-deployment	Not high-impact	Transportation	Classical / predictive ML	Not reported
Machine Learning Airport Surface Model: Arrival Runway Prediction NASA-19 · ARC: Ames Research Center	NASA	Pre-deployment	Not high-impact	Transportation	Classical / predictive ML	Not reported
Machine Learning Airport Surface Model: Departure Runway Prediction NASA-20 · ARC: Ames Research Center	NASA	Pre-deployment	Not high-impact	Transportation	Classical / predictive ML	Not reported
Machine Learning Airport Surface Model: Taxi-out Prediction NASA-23 · ARC: Ames Research Center	NASA	Pre-deployment	Not high-impact	Transportation	Classical / predictive ML	Not reported
Unsupervised anomaly detection in flight data with deep variational autoencoders NASA-33 · ARC: Ames Research Center	NASA	Pre-deployment	Not high-impact	Transportation	Classical / predictive ML	Not reported
Predictive Analytics Using Autonomous Track Geometry Measurement System (ATGMS) Data DOT-1000035 · FRA	DOT	Pre-deployment	Not high-impact	Transportation	Classical / predictive ML	Not reported
OTA Automated Passenger Screening Gate System DHS-2397 · TSA	DHS	Pre-deployment	Not high-impact	Transportation	Classical / predictive ML	Not reported