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eess.SY2025
Characterizing Human Feedback-Based Control in Naturalistic Driving Interactions via Gaussian Process Regression with Linear Feedback
Rachel DiPirro, Rosalyn Devonport, Dan Calderone +3
Understanding driver interactions is critical to designing autonomous vehicles to interoperate safely with human-driven cars. We consider the impact of these interactions on the po…
eess.SY2025
Data-Driven Reachability with Scenario Optimization and the Holdout Method
Elizabeth Dietrich, Rosalyn Devonport, Stephen Tu +1
Reachability analysis is an important method in providing safety guarantees for systems with unknown or uncertain dynamics. Due to the computational intractability of exact reachab…
eess.SY2024
Forward Reachability for Discrete-Time Nonlinear Stochastic Systems via Mixed-Monotonicity and Stochastic Order
Vignesh Sivaramakrishnan, Rosalyn A. Devonport, Murat Arcak +1
We present a method to overapproximate forward stochastic reach sets of discrete-time, stochastic nonlinear systems with interval geometry. This is made possible by extending the t…