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Simultaneous Identification and Denoising of Dynamical Systems
Jeffrey M. Hokanson, Gianluca Iaccarino, Alireza Doostan
In recent years there has been a push to discover the governing equations dynamical systems directly from measurements of the state, often motivated by systems that are too complex…
A density-matching approach for optimization under uncertainty
Pranay Seshadri, Paul Constantine, Gianluca Iaccarino +1
Modern computers enable methods for design optimization that account for uncertainty in the system---so-called optimization under uncertainty. We propose a metric for OUU that meas…
Optimization Under Uncertainty Using the Generalized Inverse Distribution Function
Domenico Quagliarella, Giovanni Petrone, Gianluca Iaccarino
A framework for robust optimization under uncertainty based on the use of the generalized inverse distribution function (GIDF), also called quantile function, is here proposed. Com…