186 citations · 436 across the 10 of their papers we have counts for
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physics.flu-dyn2020★ 10 cited
Particle image velocimetry analysis with simultaneous uncertainty quantification using Bayesian neural networks
Mia Morrell, Kyle Hickmann, Brandon Wilson
Particle image velocimetry (PIV) is an effective tool in experimental fluid mechanics to extract flow fields from images. Recently, convolutional neural networks (CNNs) have been u…
math.NA2020
Optimal Bounds on Nonlinear Partial Differential Equations in Model Certification, Validation, and Experimental Design
M. McKerns, F. J. Alexander, K. S. Hickmann +2
We demonstrate that the recently developed Optimal Uncertainty Quantification (OUQ) theory, combined with recent software enabling fast global solutions of constrained non-convex o…