AI Use Cases

Use case	Agency	Stage	High-impact	Topic area	AI classification	Sourcing
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
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