The mpEDMD Algorithm for Data-Driven Computations of Measure-Preserving Dynamical Systems

6 September 2022

Papers citing "The mpEDMD Algorithm for Data-Driven Computations of Measure-Preserving Dynamical Systems"

13 / 13 papers shown

Title
Limits and Powers of Koopman Learning Matthew J. Colbrook Igor Mezić Alexei Stepanenko 27 10 0 08 Jul 2024
Multiplicative Dynamic Mode Decomposition Nicolas Boullé Matthew J. Colbrook 21 2 0 08 May 2024
Rigged Dynamic Mode Decomposition: Data-Driven Generalized Eigenfunction Decompositions for Koopman Operators Matthew J. Colbrook Catherine Drysdale Andrew Horning 24 5 0 01 May 2024
Koopman-Assisted Reinforcement Learning Preston Rozwood Edward Mehrez Ludger Paehler Wen Sun Steven L. Brunton 21 6 0 04 Mar 2024
PyDMD: A Python package for robust dynamic mode decomposition Sara M. Ichinaga Francesco Andreuzzi N. Demo M. Tezzele Karl Lapo G. Rozza Steven L. Brunton J. Nathan Kutz AI4CE 28 16 0 12 Feb 2024
On the Convergence of Hermitian Dynamic Mode Decomposition Nicolas Boullé Matthew J. Colbrook 19 2 0 06 Jan 2024
Information theory for data-driven model reduction in physics and biology Matthew S. Schmitt Maciej Koch-Janusz Michel Fruchart Daniel S. Seara Michael Rust Vincenzo Vitelli 13 4 0 11 Dec 2023
Enhancing Predictive Capabilities in Data-Driven Dynamical Modeling with Automatic Differentiation: Koopman and Neural ODE Approaches Ricardo Constante-Amores Alec J. Linot Michael D. Graham 11 10 0 10 Oct 2023
Beyond expectations: Residual Dynamic Mode Decomposition and Variance for Stochastic Dynamical Systems Matthew J. Colbrook Qin Li Ryan V. Raut Alex Townsend 19 16 0 21 Aug 2023
PyKoopman: A Python Package for Data-Driven Approximation of the Koopman Operator Shaowu Pan E. Kaiser Brian M. de Silva J. Nathan Kutz Steven L. Brunton 11 8 0 22 Jun 2023
Orthogonal polynomial approximation and Extended Dynamic Mode Decomposition in chaos Caroline L. Wormell 10 3 0 14 May 2023
Learning Bilinear Models of Actuated Koopman Generators from Partially-Observed Trajectories Samuel E. Otto Sebastian Peitz C. Rowley 23 19 0 20 Sep 2022
Residual Dynamic Mode Decomposition: Robust and verified Koopmanism Matthew J. Colbrook Lorna J. Ayton Máté Szőke 21 58 0 19 May 2022