5 citations · 8 across the 3 of their papers we have counts for
4 papers
Data-Driven Aerospace Engineering: Reframing the Industry with Machine Learning
Steven L. Brunton, J. Nathan Kutz, Krithika Manohar +9
Data science, and machine learning in particular, is rapidly transforming the scientific and industrial landscapes. The aerospace industry is poised to capitalize on big data and m…
Analytical bounds on the local Lipschitz constants of affine-ReLU functions
Trevor Avant, Kristi A. Morgansen
In this paper, we determine analytical bounds on the local Lipschitz constants of of affine functions composed with rectified linear units (ReLUs). Affine-ReLU functions represent…
Empirical Observability Gramian for Stochastic Observability of Nonlinear Systems
Nathan Powel, Kristi A. Morgansen
We extend observability metrics based on the empirical observability Gramian from deterministic nonlinear systems to nonlinear stochastic systems in order to capture the impact of…
Augmented State Feedback for Improving Observability of Linear Systems with Nonlinear Measurements
Atiye Alaeddini, Kristi A. Morgansen, Mehran Mesbahi
This paper is concerned with the design of an augmented state feedback controller for finite-dimensional linear systems with nonlinear observation dynamics. Most of the theoretical…