3 papers
cs.LG2025
Conformal Safety Monitoring for Flight Testing: A Case Study in Data-Driven Safety Learning
Aaron O. Feldman, D. Isaiah Harp, Joseph Duncan +1
We develop a data-driven approach for runtime safety monitoring in flight testing, where pilots perform maneuvers on aircraft with uncertain parameters. Because safety violations c…
cs.LG2025
A Data-Based Architecture for Flight Test without Test Points
D. Isaiah Harp, Joshua Ott, John Alora +1
The justification for the "test point" derives from the test pilot's obligation to reproduce faithfully the pre-specified conditions of some model prediction. Pilot deviation from…
cs.LG2025
Physics-informed Gaussian Processes for Safe Envelope Expansion
D. Isaiah Harp, Joshua Ott, Dylan M. Asmar +2
Flight test analysis often requires predefined test points with arbitrarily tight tolerances, leading to extensive and resource-intensive experimental campaigns. To address this ch…