Higher Order Dynamic Mode Decomposition and Its Applications

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  • Publisher : Academic Press
  • Release : 22 September 2020
  • ISBN : 9780128227664
  • Page : 320 pages
  • Rating : 4.5/5 from 103 voters

Higher Order Dynamic Mode Decomposition and Its Applications Book PDF summary

Higher Order Dynamic Mode Decomposition and Its Applications provides detailed background theory, as well as several fully explained applications from a range of industrial contexts to help readers understand and use this innovative algorithm. Data-driven modelling of complex systems is a rapidly evolving field, which has applications in domains including engineering, medical, biological, and physical sciences, where it is providing ground-breaking insights into complex systems that exhibit rich multi-scale phenomena in both time and space. Starting with an introductory summary of established order reduction techniques like POD, DEIM, Koopman, and DMD, this book proceeds to provide a detailed explanation of higher order DMD, and to explain its advantages over other methods. Technical details of how the HODMD can be applied to a range of industrial problems will help the reader decide how to use the method in the most appropriate way, along with example MATLAB codes and advice on how to analyse and present results. Includes instructions for the implementation of the HODMD, MATLAB codes, and extended discussions of the algorithm Includes descriptions of other order reduction techniques, and compares their strengths and weaknesses Provides examples of applications involving complex flow fields, in contexts including aerospace engineering, geophysical flows, and wind turbine design

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Higher Order Dynamic Mode Decomposition and Its Applications

Higher Order Dynamic Mode Decomposition and Its Applications
  • Author : Jose Manuel Vega,Soledad Le Clainche
  • Publisher : Academic Press
  • Release Date : 2020-09-22
  • ISBN : 9780128227664
DOWNLOAD BOOKHigher Order Dynamic Mode Decomposition and Its Applications

Higher Order Dynamic Mode Decomposition and Its Applications provides detailed background theory, as well as several fully explained applications from a range of industrial contexts to help readers understand and use this innovative algorithm. Data-driven modelling of complex systems is a rapidly evolving field, which has applications in domains including engineering, medical, biological, and physical sciences, where it is providing ground-breaking insights into complex systems that exhibit rich multi-scale phenomena in both time and space. Starting with an introductory summary

Dynamic Mode Decomposition

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  • Publisher : SIAM
  • Release Date : 2016-11-23
  • ISBN : 9781611974492
DOWNLOAD BOOKDynamic Mode Decomposition

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.

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  • Publisher : Springer
  • Release Date : 2019-04-30
  • ISBN : 9783030200558
DOWNLOAD BOOK14th International Conference on Soft Computing Models in Industrial and Environmental Applications (SOCO 2019)

This book includes 57 papers presented at the SOCO 2019 conference held in the historic city of Seville (Spain), in May 2019. Soft computing represents a set of computational techniques in machine learning, computer science and various engineering disciplines, which investigate, simulate, and analyze very complex issues and phenomena. The selection of papers was extremely rigorous in order to maintain the high quality of the conference, which featured a number of special sessions, including sessions on: Soft Computing Methods in Manufacturing and Management

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Data Analysis for Direct Numerical Simulations of Turbulent Combustion
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  • Publisher : Springer Nature
  • Release Date : 2020-05-28
  • ISBN : 9783030447182
DOWNLOAD BOOKData Analysis for Direct Numerical Simulations of Turbulent Combustion

This book presents methodologies for analysing large data sets produced by the direct numerical simulation (DNS) of turbulence and combustion. It describes the development of models that can be used to analyse large eddy simulations, and highlights both the most common techniques and newly emerging ones. The chapters, written by internationally respected experts, invite readers to consider DNS of turbulence and combustion from a formal, data-driven standpoint, rather than one led by experience and intuition. This perspective allows readers to

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  • Publisher : Cambridge University Press
  • Release Date : 2012-02-23
  • ISBN : 9781107008250
DOWNLOAD BOOKTurbulence, Coherent Structures, Dynamical Systems and Symmetry

Describes methods revealing the structures and dynamics of turbulence for engineering, physical science and mathematics researchers working in fluid dynamics.

The Koopman Operator in Systems and Control

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  • Author : Alexandre Mauroy,Igor Mezić,Yoshihiko Susuki
  • Publisher : Springer Nature
  • Release Date : 2020-02-22
  • ISBN : 9783030357139
DOWNLOAD BOOKThe Koopman Operator in Systems and Control

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 theoretical results obtained and efficient numerical methods developed within the framework of Koopman operator theory. The contributions discuss the latest findings and techniques in several areas of control theory, including model predictive control, optimal control, observer design, systems identification and structural analysis of controlled systems, addressing both theoretical and numerical aspects and presenting open research directions,

Shallow Flows

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  • Author : Gerhard H. Jirka,Wim S.J. Uijttewaal
  • Publisher : Taylor & Francis
  • Release Date : 2004-09-15
  • ISBN : 9781135288426
DOWNLOAD BOOKShallow Flows

This text presents the key findings of the International Symposium held in Delft in 2003, which explored the process of shallow flows. Shallow flows are found in lowland rivers, lakes, estuaries, bays, coastal areas and in density-stratified atmospheres, and may be observed in puddles, as in oceans. They impact on the life and work of a wide variety of readers, who are here provided with a clear overview of the subject. Shallow flows are intrinsically turbulent. On one hand, there are

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  • Author : Norden Eh Huang,Samuel S. Shen
  • Publisher : World Scientific
  • Release Date : 2005
  • ISBN : 9789812563767
DOWNLOAD BOOKHilbert-Huang Transform and Its Applications

The Hilbert-Huang Transform (HHT) represents a desperate attempt to break the suffocating hold on the field of data analysis by the twin assumptions of linearity and stationarity. Unlike spectrograms, wavelet analysis, or the Wigner-Ville Distribution, HHT is truly a time-frequency analysis, but it does not require an a priori functional basis and, therefore, the convolution computation of frequency. The method provides a magnifying glass to examine the data, and also offers a different view of data from nonlinear processes, with

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  • Publisher : Cambridge University Press
  • Release Date : 2021-09-30
  • ISBN : 9781108841313
DOWNLOAD BOOKUnsteady Combustor Physics

Explore a unified treatment of the dynamics of combustor systems, including acoustics, fluid mechanics, and combustion in a single rigorous text. This updated new edition features an expansion of data and experimental material, updates the coverage of flow stability, and enhanced treatment of flame dynamics. Addresses system dynamics of clean energy and propulsion systems used in low emissions systems. Synthesizing the fields of fluid mechanics and combustion into a coherent understanding of the intrinsically unsteady processes in combustors. This is

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  • Publisher : Springer Nature
  • Release Date : 2020-08-28
  • ISBN : 9783030578022
DOWNLOAD BOOK15th International Conference on Soft Computing Models in Industrial and Environmental Applications (SOCO 2020)

This book contains accepted papers presented at SOCO 2020 conference held in the beautiful and historic city of Burgos (Spain), in September 2020. Soft computing represents a collection or set of computational techniques in machine learning, computer science and some engineering disciplines, which investigate, simulate, and analyze very complex issues and phenomena. After a through peer-review process, the SOCO 2020 International Program Committee selected 83 papers which are published in these conference proceedings and represents an acceptance rate of 35%. Due to the COVID-19 outbreak,

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  • Publisher : Oxford University Press
  • Release Date : 2013-08-08
  • ISBN : 9780199660339
DOWNLOAD BOOKData-Driven Modeling & Scientific Computation

Combining scientific computing methods and algorithms with modern data analysis techniques, including basic applications of compressive sensing and machine learning, this book develops techniques that allow for the integration of the dynamics of complex systems and big data. MATLAB is used throughout for mathematical solution strategies.

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  • Publisher : IOS Press
  • Release Date : 2018-06-22
  • ISBN : 9781614998709
DOWNLOAD BOOKTechnology and Science for the Ships of the Future

In 1974, a scientific conference covering marine automation group and large vessels issues was organized under the patronage of the Technical Naval Studies Centre (CETENA) and the Italian National Research Council (CNR). A later collaboration with the Marine Technical Association (ATENA) led to the renaming of the conference as NAV, extending the topics covered to the technical field previously covered by ATENA national conferences. The NAV conference is now held every 3 years, and attracts specialists from all over the world. This

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  • Publisher : Springer
  • Release Date : 2019-07-19
  • ISBN : 9783030210137
DOWNLOAD BOOKIUTAM Symposium on Model Order Reduction of Coupled Systems, Stuttgart, Germany, May 22–25, 2018

This volume contains the proceedings of the IUTAM Symposium on Model Order Reduction of Coupled System, held in Stuttgart, Germany, May 22–25, 2018. For the understanding and development of complex technical systems, such as the human body or mechatronic systems, an integrated, multiphysics and multidisciplinary view is essential. Many problems can be solved within one physical domain. For the simulation and optimization of the combined system, the different domains are connected with each other. Very often, the combination is only possible by

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  • Publisher : Springer Nature
  • Release Date : 2021-02-10
  • ISBN : 9783030555948
DOWNLOAD BOOKAdvances in Critical Flow Dynamics Involving Moving/Deformable Structures with Design Applications

This book reports on the latest knowledge concerning critical phenomena arising in fluid-structure interaction due to movement and/or deformation of bodies. The focus of the book is on reporting progress in understanding turbulence and flow control to improve aerodynamic / hydrodynamic performance by reducing drag, increasing lift or thrust and reducing noise under critical conditions that may result in massive separation, strong vortex dynamics, amplification of harmful instabilities (flutter, buffet), and flow -induced vibrations. Theory together with large-scale simulations and

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  • Publisher : John Wiley & Sons
  • Release Date : 2004-04-05
  • ISBN : 9780471464198
DOWNLOAD BOOKIndependent Component Analysis

A comprehensive introduction to ICA for students andpractitioners Independent Component Analysis (ICA) is one of the most excitingnew topics in fields such as neural networks, advanced statistics,and signal processing. This is the first book to provide acomprehensive introduction to this new technique complete with thefundamental mathematical background needed to understand andutilize it. It offers a general overview of the basics of ICA,important solutions and algorithms, and in-depth coverage of newapplications in image processing, telecommunications, audio signalprocessing, and more.