Dynamic Mode Decomposition

Dynamic Mode Decomposition
Author :
Publisher : SIAM
Total Pages : 241
Release :
ISBN-10 : 9781611974492
ISBN-13 : 1611974496
Rating : 4/5 (496 Downloads)

Book Synopsis Dynamic Mode Decomposition by : J. Nathan Kutz

Download or read book Dynamic Mode Decomposition written by J. Nathan Kutz and published by SIAM. This book was released on 2016-11-23 with total page 241 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data-driven dynamical systems is a burgeoning field?it connects how measurements of nonlinear dynamical systems and/or complex systems can be used with well-established methods in dynamical systems theory. This is a critically important new direction because the governing equations of many problems under consideration by practitioners in various scientific fields are not typically known. Thus, using data alone to help derive, in an optimal sense, the best dynamical system representation of a given application allows for important new insights. The recently developed dynamic mode decomposition (DMD) is an innovative tool for integrating data with dynamical systems theory. The DMD has deep connections with traditional dynamical systems theory and many recent innovations in compressed sensing and machine learning. Dynamic Mode Decomposition: Data-Driven Modeling of Complex Systems, the first book to address the DMD algorithm, presents a pedagogical and comprehensive approach to all aspects of DMD currently developed or under development; blends theoretical development, example codes, and applications to showcase the theory and its many innovations and uses; highlights the numerous innovations around the DMD algorithm and demonstrates its efficacy using example problems from engineering and the physical and biological sciences; and provides extensive MATLAB code, data for intuitive examples of key methods, and graphical presentations.


Dynamic Mode Decomposition Related Books

Dynamic Mode Decomposition
Language: en
Pages: 241
Authors: J. Nathan Kutz
Categories: Science
Type: BOOK - Published: 2016-11-23 - Publisher: SIAM

GET EBOOK

Data-driven dynamical systems is a burgeoning field?it connects how measurements of nonlinear dynamical systems and/or complex systems can be used with well-est
Higher Order Dynamic Mode Decomposition and Its Applications
Language: en
Pages: 322
Authors: Jose Manuel Vega
Categories: Technology & Engineering
Type: BOOK - Published: 2020-09-22 - Publisher: Academic Press

GET EBOOK

Higher Order Dynamic Mode Decomposition and Its Applications provides detailed background theory, as well as several fully explained applications from a range o
Data-Driven Science and Engineering
Language: en
Pages: 615
Authors: Steven L. Brunton
Categories: Computers
Type: BOOK - Published: 2022-05-05 - Publisher: Cambridge University Press

GET EBOOK

A textbook covering data-science and machine learning methods for modelling and control in engineering and science, with Python and MATLABĀ®.
The Koopman Operator in Systems and Control
Language: en
Pages: 568
Authors: Alexandre Mauroy
Categories: Technology & Engineering
Type: BOOK - Published: 2020-02-22 - Publisher: Springer Nature

GET EBOOK

This book provides a broad overview of state-of-the-art research at the intersection of the Koopman operator theory and control theory. It also reviews novel th
Shock Wave-Boundary-Layer Interactions
Language: en
Pages: 481
Authors: Holger Babinsky
Categories: Technology & Engineering
Type: BOOK - Published: 2011-09-12 - Publisher: Cambridge University Press

GET EBOOK

Shock wave-boundary-layer interaction (SBLI) is a fundamental phenomenon in gas dynamics that is observed in many practical situations, ranging from transonic a