Latent Modes Of Nonlinear Flows

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Latent Modes Of Nonlinear Flows

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Author : Ido Cohen
language : en
Publisher: Cambridge University Press
Release Date : 2023-06-29

Latent Modes Of Nonlinear Flows written by Ido Cohen and has been published by Cambridge University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-06-29 with Computers categories.

Extracting the latent underlying structures of complex nonlinear local and nonlocal flows is essential for their analysis and modeling. In this Element the authors attempt to provide a consistent framework through Koopman theory and its related popular discrete approximation - dynamic mode decomposition (DMD). They investigate the conditions to perform appropriate linearization, dimensionality reduction and representation of flows in a highly general setting. The essential elements of this framework are Koopman eigenfunctions (KEFs) for which existence conditions are formulated. This is done by viewing the dynamic as a curve in state-space. These conditions lay the foundations for system reconstruction, global controllability, and observability for nonlinear dynamics. They examine the limitations of DMD through the analysis of Koopman theory and propose a new mode decomposition technique based on the typical time profile of the dynamics.

Data Driven Science And Engineering

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Author : Steven L. Brunton
language : en
Publisher: Cambridge University Press
Release Date : 2022-05-05

Data Driven Science And Engineering written by Steven L. Brunton and has been published by Cambridge University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-05-05 with Computers categories.

A textbook covering data-science and machine learning methods for modelling and control in engineering and science, with Python and MATLAB®.

Proceedings Of The 9th Asian Joint Workshop On Thermophysics And Fluid Science 27 30 November 2022 Utsunomiya Japan

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Author : Abhilash Suryan
language : en
Publisher: Springer Nature
Release Date : 2024-03-19

Proceedings Of The 9th Asian Joint Workshop On Thermophysics And Fluid Science 27 30 November 2022 Utsunomiya Japan written by Abhilash Suryan and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-03-19 with Science categories.

This book is a collection of the best peer-reviewed papers presented at the ninth Asian joint workshop on thermophysics and fluid science organized in Utsunomiya, Japan, in November 2022. The book is a valuable addition to the conference series started in the year 2006, with contents that include the research outputs from Asian countries—India, China, Japan, and the Republic of Korea. Some of the papers are collaborative efforts by academicians from these countries. The book provides an overview of recent research in the fields of fluid and thermal engineering. The chapters in the book deal with research problems on aerodynamics, propulsion, transonic and supersonic flows, aero-acoustics, fluid dynamics, thermodynamics, combustion, heat and mass transfer, and turbomachinery. Analytical, experimental, and numerical approaches are employed in the chapters. This volume will benefit academicians, researchers, and students working on research problems in thermal and fluid sciences.

Data Driven Analysis And Modeling Of Turbulent Flows

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Author : Karthik Duraisamy
language : en
Publisher: Elsevier
Release Date : 2025-03-17

Data Driven Analysis And Modeling Of Turbulent Flows written by Karthik Duraisamy and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-17 with Technology & Engineering categories.

Data-driven Analysis and Modeling of Turbulent Flows provides an integrated treatment of modern data-driven methods to describe, control, and predict turbulent flows through the lens of both physics and data science.The book is organized into three parts:• Exploration of techniques for discovering coherent structures within turbulent flows, introducing advanced decomposition methods• Methods for estimation and control using data assimilation and machine learning approaches• Finally, novel modeling techniques that combine physical insights with machine learningThis book is intended for students, researchers, and practitioners in fluid mechanics, though readers from related fields such as applied mathematics, computational science, and machine learning will find it also of interest.• Exploration of techniques for discovering coherent structures within turbulent flows, introducing advanced decomposition methods• Methods for estimation and control using data assimilation and machine learning approaches• Finally, novel modeling techniques that combine physical insights with machine learning

High Performance Computing

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Author : Heike Jagode
language : en
Publisher: Springer Nature
Release Date : 2021-11-12

High Performance Computing written by Heike Jagode and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-11-12 with Computers categories.

This book constitutes the refereed post-conference proceedings of 9 workshops held at the 35th International ISC High Performance 2021 Conference, in Frankfurt, Germany, in June-July 2021: Second International Workshop on the Application of Machine Learning Techniques to Computational Fluid Dynamics and Solid Mechanics Simulations and Analysis; HPC-IODC: HPC I/O in the Data Center Workshop; Compiler-assisted Correctness Checking and Performance Optimization for HPC; Machine Learning on HPC Systems;4th International Workshop on Interoperability of Supercomputing and Cloud Technologies;2nd International Workshop on Monitoring and Operational Data Analytics;16th Workshop on Virtualization in High-Performance Cloud Computing; Deep Learning on Supercomputers; 5th International Workshop on In Situ Visualization. The 35 papers included in this volume were carefully reviewed and selected. They cover all aspects of research, development, and application of large-scale, high performance experimental and commercial systems. Topics include high-performance computing (HPC), computer architecture and hardware, programming models, system software, performance analysis and modeling, compiler analysis and optimization techniques, software sustainability, scientific applications, deep learning. Chapter “Machine-Learning-Based Control of Perturbed and Heated Channel Flows” is available open access under a Creative Commons Attribution 4.0 International License via link.springer.com.

Zonal Jets

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Author : Boris Galperin
language : en
Publisher: Cambridge University Press
Release Date : 2019-02-28

Zonal Jets written by Boris Galperin and has been published by Cambridge University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-02-28 with Nature categories.

Presents a comprehensive, multidisciplinary volume on the physics of zonal jets, from the leading experts, for graduate students and researchers.

Scale Space And Variational Methods In Computer Vision

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Author : Abderrahim Elmoataz
language : en
Publisher: Springer Nature
Release Date : 2021-04-29

Scale Space And Variational Methods In Computer Vision written by Abderrahim Elmoataz and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-04-29 with Computers categories.

This book constitutes the proceedings of the 8th International Conference on Scale Space and Variational Methods in Computer Vision, SSVM 2021, which took place during May 16-20, 2021. The conference was planned to take place in Cabourg, France, but changed to an online format due to the COVID-19 pandemic. The 45 papers included in this volume were carefully reviewed and selected from a total of 64 submissions. They were organized in topical sections named as follows: scale space and partial differential equations methods; flow, motion and registration; optimization theory and methods in imaging; machine learning in imaging; segmentation and labelling; restoration, reconstruction and interpolation; and inverse problems in imaging.

Computer Modelling Of Heat And Fluid Flow In Materials Processing

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Author : C.P. Hong
language : en
Publisher: CRC Press
Release Date : 2019-04-23

Computer Modelling Of Heat And Fluid Flow In Materials Processing written by C.P. Hong and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-04-23 with Technology & Engineering categories.

The understanding and control of transport phenomena in materials processing play an important role in the improvement of conventional processes and in the development of new techniques. Computer modeling of these phenomena can be used effectively for this purpose. Although there are several books in the literature covering the analysis of heat tra

Computational Science Iccs 2023

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Author : Jiří Mikyška
language : en
Publisher: Springer Nature
Release Date : 2023-06-29

Computational Science Iccs 2023 written by Jiří Mikyška and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-06-29 with Computers categories.

The five-volume set LNCS 14073-14077 constitutes the proceedings of the 23rd International Conference on Computational Science, ICCS 2023, held in Prague, Czech Republic, during July 3-5, 2023. The total of 188 full papers and 94 short papers presented in this book set were carefully reviewed and selected from 530 submissions. 54 full and 37 short papers were accepted to the main track; 134 full and 57 short papers were accepted to the workshops/thematic tracks. The theme for 2023, "Computation at the Cutting Edge of Science", highlights the role of Computational Science in assisting multidisciplinary research. This conference was a unique event focusing on recent developments in scalable scientific algorithms, advanced software tools; computational grids; advanced numerical methods; and novel application areas. These innovative novel models, algorithms, and tools drive new science through efficient application in physical systems, computational and systems biology, environmental systems, finance, and others.

Aiaa 2nd Shear Flow Conference

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Author :
language : en
Publisher:
Release Date : 1989

Aiaa 2nd Shear Flow Conference written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1989 with Aerodynamics categories.