3 papers
math.OC2026
Birkhoff interpolation models for optimization with some available derivatives
Jeffrey Larson, Matt Menickelly, Evan Toler
We consider interpolation-based derivative-free optimization in settings where only some derivatives are available. Such situations arise in scientific computing applications invol…
eess.SY2025
Data-conforming data-driven control: avoiding premature generalizations beyond data
Mohammad Ramadan, Evan Toler, Mihai Anitescu
Data-driven and adaptive control approaches face the problem of introducing sudden distributional shifts beyond the distribution of data encountered during learning. Therefore, the…
eess.SY2025
Floodgates up to contain the DeePC and limit extrapolation
Mohammad Ramadan, Evan Toler, Mihai Anitescu
Behavioral data-enabled control approaches typically assume data-generating systems of linear dynamics. This may result in false generalization if the newly designed closed-loop sy…