Rigorous data-driven computation of spectral properties of Koopman operators for dynamical systems

29 November 2021

Papers citing "Rigorous data-driven computation of spectral properties of Koopman operators for dynamical systems"

20 / 20 papers shown

Title
Deep Koopman-layered Model with Universal Property Based on Toeplitz Matrices Yuka Hashimoto Tomoharu Iwata 18 0 0 03 Oct 2024
A Novel Use of Pseudospectra in Mathematical Biology: Understanding HPA Axis Sensitivity Catherine Drysdale Matthew J. Colbrook 18 1 0 01 Aug 2024
Limits and Powers of Koopman Learning Matthew J. Colbrook Igor Mezić Alexei Stepanenko 19 10 0 08 Jul 2024
Multiplicative Dynamic Mode Decomposition Nicolas Boullé Matthew J. Colbrook 14 2 0 08 May 2024
Rigged Dynamic Mode Decomposition: Data-Driven Generalized Eigenfunction Decompositions for Koopman Operators Matthew J. Colbrook Catherine Drysdale Andrew Horning 19 5 0 01 May 2024
Modal Analysis of Spatiotemporal Data via Multivariate Gaussian Process Regression Jiwoo Song Daning Huang 14 0 0 19 Mar 2024
Koopman-Assisted Reinforcement Learning Preston Rozwood Edward Mehrez Ludger Paehler Wen Sun Steven L. Brunton 19 6 0 04 Mar 2024
Operator Learning: Algorithms and Analysis Nikola B. Kovachki S. Lanthaler Andrew M. Stuart 28 22 0 24 Feb 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 23 16 0 12 Feb 2024
On the Convergence of Hermitian Dynamic Mode Decomposition Nicolas Boullé Matthew J. Colbrook 14 2 0 06 Jan 2024
Beyond expectations: Residual Dynamic Mode Decomposition and Variance for Stochastic Dynamical Systems Matthew J. Colbrook Qin Li Ryan V. Raut Alex Townsend 17 16 0 21 Aug 2023
Orthogonal polynomial approximation and Extended Dynamic Mode Decomposition in chaos Caroline L. Wormell 8 3 0 14 May 2023
Identifying Equivalent Training Dynamics William T. Redman J. M. Bello-Rivas M. Fonoberova Ryan Mohr Ioannis G. Kevrekidis Igor Mezić 17 2 0 17 Feb 2023
Sharp Spectral Rates for Koopman Operator Learning Vladimir Kostic Karim Lounici P. Novelli Massimiliano Pontil 11 11 0 03 Feb 2023
Learning Bilinear Models of Actuated Koopman Generators from Partially-Observed Trajectories Samuel E. Otto Sebastian Peitz C. Rowley 21 19 0 20 Sep 2022
The mpEDMD Algorithm for Data-Driven Computations of Measure-Preserving Dynamical Systems Matthew J. Colbrook 15 34 0 06 Sep 2022
Ensemble forecasts in reproducing kernel Hilbert space family Benjamin Dufée Berenger Hug É. Mémin G. Tissot 6 1 0 29 Jul 2022
Residual Dynamic Mode Decomposition: Robust and verified Koopmanism Matthew J. Colbrook Lorna J. Ayton Máté Szőke 14 58 0 19 May 2022
Learning to Forecast Dynamical Systems from Streaming Data D. Giannakis Amelia Henriksen J. Tropp Rachel A. Ward AI4TS 30 13 0 20 Sep 2021
Koopman Spectrum Nonlinear Regulators and Efficient Online Learning Motoya Ohnishi Isao Ishikawa Kendall Lowrey Masahiro Ikeda Sham Kakade Yoshinobu Kawahara 11 5 0 30 Jun 2021