Dynamic mode decomposition : (Record no. 1817)
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000 -LEADER | |
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fixed length control field | 02420nam a22001937a 4500 |
005 - DATE AND TIME OF LATEST TRANSACTION | |
control field | 20221227150931.0 |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
fixed length control field | 220915b |||||||| |||| 00| 0 eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
International Standard Book Number | 9781611974492 |
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
Classification number | 518.2 |
Item number | KUT |
100 ## - MAIN ENTRY--PERSONAL NAME | |
Personal name | Kutz, Jose Nathan |
245 ## - TITLE STATEMENT | |
Title | Dynamic mode decomposition : |
Remainder of title | data-driven modeling of complex systems |
260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
Place of publication, distribution, etc. | Philadelphia, |
Name of publisher, distributor, etc. | Society for Industrial and Applied Mathematics, |
Date of publication, distribution, etc. | 2016 |
300 ## - PHYSICAL DESCRIPTION | |
Page number | 1 v. (XVI-234 p.) : |
Other physical details | illustrations ; |
Dimensions | 26 cm |
505 ## - FORMATTED CONTENTS NOTE | |
Title | 1. Dynamic mode decomposition : an introduction<br/> |
-- | 2. Fluid dynamics<br/> |
-- | 3. Koopman analysis<br/> |
-- | 4. Video processing<br/> |
-- | 5. Multiresolution DMD<br/> |
-- | 6. DMD with control<br/> |
-- | 7. Delay coordinates, ERA, and hidden Markov models<br/> |
-- | 8. Noise and power<br/> |
-- | 9. Sparsity and DMD<br/> |
-- | 10. DMD on nonlinear observables<br/> |
-- | 11. Epidemiology<br/> |
-- | 12. Neuroscience<br/> |
-- | 13. Financial trading |
520 ## - SUMMARY, ETC. | |
Summary, etc. | Data-driven dynamical systems is a burgeoning fieldit 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. |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name entry element | Mathematical analysis |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name entry element | Decomposition (Mathematics) |
942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
Source of classification or shelving scheme | Dewey Decimal Classification |
Koha item type | Books |
952 ## - LOCATION AND ITEM INFORMATION (KOHA) | |
-- | 5606 |
952 ## - LOCATION AND ITEM INFORMATION (KOHA) | |
-- | 5785 |
Withdrawn status | Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Collection code | Home library | Current library | Shelving location | Date acquired | Source of acquisition | Cost, normal purchase price | Inventory number | Total Checkouts | Full call number | Barcode | Date last seen | Cost, replacement price | Price effective from | Currency | Koha item type |
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Dewey Decimal Classification | Non-fiction | IIITDM Kurnool | IIITDM Kurnool | General Stacks | 15.09.2022 | Technical Bureau India | 69.00 | TB882 DT 6/7/22 | 518.2 KUT | 0004845 | 15.09.2022 | 69.00 | 15.09.2022 | USD | Books | |||||
Dewey Decimal Classification | Non-fiction | IIITDM Kurnool | IIITDM Kurnool | General Stacks | 27.12.2022 | Technical Bureau India | 74.00 | TB2564 dated 22.12.2022 | 518.2 KUT | 0005122 | 27.12.2022 | 6124.00 | 27.12.2022 | USD | Books |