MS305A The Fast and The Curious: Exploring data-efficient sampling in science and engineering I
Main Organizer:
Dr.
Ana Larrañaga
(
University of Washington
, United States
)
Chaired by:
Mr. Filippo Zacchei (Politecnico di Milano , Italy) , Dr. Ana Larrañaga (University of Washington , United States)
Mr. Filippo Zacchei (Politecnico di Milano , Italy) , Dr. Ana Larrañaga (University of Washington , United States)
Scheduled presentations:
-
Data-Efficient Nonlinear and Parametric Aeroelastic Modeling via Physics-Informed Sparse Identification
-
Model order reduction and adaptive sampling for data-efficient parameter inference in granular flows
-
Active sampling for sparse dictionary learning of nonlinear dynamical systems under data constraints
-
Risk-Optimal Multifidelity Linear Regression for Surrogate Modeling from Scarce Data
-
Multi-Fidelity SINDy: Sparse Discovery of Nonlinear Dynamical Systems with Fidelity-Weighted Measurements
