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cs.LG2019★ 14 cited
Learning Discrepancy Models From Experimental Data
Kadierdan Kaheman, Eurika Kaiser, Benjamin Strom +2
First principles modeling of physical systems has led to significant technological advances across all branches of science. For nonlinear systems, however, small modeling errors ca…
math.DS2019
Data-driven approximations of dynamical systems operators for control
Eurika Kaiser, J. Nathan Kutz, Steven L. Brunton
The Koopman and Perron Frobenius transport operators are fundamentally changing how we approach dynamical systems, providing linear representations for even strongly nonlinear dyna…