33 citations · 58 across the 18 of their papers we have counts for
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cs.LG2020★ 5 cited
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…
cs.LG2020★ 1 cited
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…
eess.SY2020★ 2 cited
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…