MS078A Learning Differential Equations for Science and Engineering Applications via Scientific Machine Learning I
MS Corresponding Organizer: Dr. Benjamin Sanderse ( CWI Amsterdam , Netherlands )
Chaired by:
Dr. Benjamin Sanderse ( CWI Amsterdam , Netherlands ) , Dr. Giovanni Stabile ( Sant'Anna School of Advanced Studies , Italy )
Dr. Benjamin Sanderse ( CWI Amsterdam , Netherlands ) , Dr. Giovanni Stabile ( Sant'Anna School of Advanced Studies , Italy )
Scheduled presentations:
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Keynote
Physics-Informed Machine Learning for Characterizing Multistable Stochastic Dynamics
B. Moya*, E. Cueto, E. Chatzi, F. Chinesta -
Guaranteed Stability in Inference of Nonlinear Dynamical Systems Using Quadratic Lyapunov Functions
I. Pontes Duff*, P. Goyal, P. Benner -
Adjoint-Optimized Deep Learning Sub-Grid Scale Models for Airfoil Flows
T. Hickling*, J. Sirignano, J. MacArt -
Digital Twin for Close-proximity On-orbit Spacecraft Operations
S. Henao-Garcia, M. Kapteyn, M. Tezzele*, K. Willcox -
Simultaneous Denoising and Recovery of Dynamical System Equations from Noisy Measurements
A. Doostan*, J. Wentz, J. Hokanson
