Residual dynamic mode decomposition: robust and verified Koopmanism

MJ Colbrook, LJ Ayton, M Szőke - Journal of Fluid Mechanics, 2023 - cambridge.org
Dynamic mode decomposition (DMD) describes complex dynamic processes through a
hierarchy of simpler coherent features. DMD is regularly used to understand the …

The mpEDMD algorithm for data-driven computations of measure-preserving dynamical systems

MJ Colbrook - SIAM Journal on Numerical Analysis, 2023 - SIAM
Koopman operators globally linearize nonlinear dynamical systems and their spectral
information is a powerful tool for the analysis and decomposition of nonlinear dynamical …

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

MJ Colbrook, A Townsend - Communications on Pure and …, 2024 - Wiley Online Library
Koopman operators are infinite‐dimensional operators that globally linearize nonlinear
dynamical systems, making their spectral information valuable for understanding dynamics …

[图书][B] Introduction to large truncated Toeplitz matrices

A Böttcher, B Silbermann - 2012 - books.google.com
Introduction to Large Truncated Toeplitz Matrices is a text on the application of functional
analysis and operator theory to some concrete asymptotic problems of linear algebra. The …

[图书][B] Spectral properties of banded Toeplitz matrices

A Böttcher, SM Grudsky - 2005 - SIAM
Toeplitz matrices emerge in plenty of applications and have been extensively studied for
about a century. The literature on them is immense and ranges from thousands of articles in …

Beyond expectations: residual dynamic mode decomposition and variance for stochastic dynamical systems

MJ Colbrook, Q Li, RV Raut, A Townsend - Nonlinear Dynamics, 2024 - Springer
Koopman operators linearize nonlinear dynamical systems, making their spectral
information of crucial interest. Numerous algorithms have been developed to approximate …

[图书][B] Toeplitz matrices, asymptotic linear algebra and functional analysis

A Böttcher, SM Grudsky - 2000 - books.google.com
No part of the material protected by this copyright notice may be reproduced or utilized in
any form or by any means, electronic or mechanical, including photocopying, recording or by …

On numerical approximations of the Koopman operator

I Mezić - Mathematics, 2022 - mdpi.com
We study numerical approaches to computation of spectral properties of composition
operators. We provide a characterization of Koopman Modes in Banach spaces using …

The multiverse of dynamic mode decomposition algorithms

MJ Colbrook - arXiv preprint arXiv:2312.00137, 2023 - arxiv.org
Dynamic Mode Decomposition (DMD) is a popular data-driven analysis technique used to
decompose complex, nonlinear systems into a set of modes, revealing underlying patterns …

On the computation of geometric features of spectra of linear operators on Hilbert spaces

MJ Colbrook - Foundations of Computational Mathematics, 2024 - Springer
Computing spectra is a central problem in computational mathematics with an abundance of
applications throughout the sciences. However, in many applications gaining an …