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20182025
most citedSurrogate Modeling for Fluid Flows Based on Physics-Constrained Deep Learning Without Simulation Data

1.1k citations · 2.5k across the 14 of their papers we have counts for

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eess.SY2023★ 2 cited

PyKoopman: A Python Package for Data-Driven Approximation of the Koopman Operator

Shaowu Pan, Eurika Kaiser, Brian M. de Silva +2

PyKoopman is a Python package for the data-driven approximation of the Koopman operator associated with a dynamical system. The Koopman operator is a principled linear embedding of…

math.DS2023

On the lifting and reconstruction of nonlinear systems with multiple invariant sets

Shaowu Pan, Karthik Duraisamy

The Koopman operator provides a linear perspective on non-linear dynamics by focusing on the evolution of observables in an invariant subspace. Observables of interest are typicall…