Dynamic mode decomposition: data-driven modeling of complex systems (Record no. 60696)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 02491 a2200265 4500 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 250607b |||||||| |||| 00| 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9781611974492 |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 518.2 KUT |
| 100 ## - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Kutz, J. Nathan |
| 245 ## - TITLE STATEMENT | |
| Title | Dynamic mode decomposition: data-driven modeling of complex systems |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| 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 | |
| Extent | xv, 234 p.: |
| Other physical details | col. ill.; pbk.: |
| Dimensions | 26 cm |
| 490 ## - SERIES STATEMENT | |
| Series statement | Other Titles in Applied Mathematics; |
| Volume number/sequential designation | Vol. 149 |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE | |
| Bibliography, etc | Includes Bibliographical References, Glossary and Index |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc | 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.<br/><br/>Dynamic Mode Decomposition: Data-Driven Modeling of Complex Systems, the first book to address the DMD algorithm,<br/><br/>presents a pedagogical and comprehensive approach to all aspects of DMD currently developed or under development;<br/>blends theoretical development, example codes, and applications to showcase the theory and its many innovations and uses;<br/>highlights the numerous innovations around the DMD algorithm and demonstrates its efficacy using example problems from engineering and the physical and biological sciences; and<br/>provides extensive MATLAB code, data for intuitive examples of key methods, and graphical presentations.<br/><br/>https://www.siam.org/publications/siam-news/articles/dynamic-mode-decomposition-data-driven-modeling-of-complex-systems/ |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Mathematics |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Numerical Analysis |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Iterative Methods |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Complex systems |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Koopman theory |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Brunton, Steven L. |
| Relator term | Co-author |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Brunton, Bingni W. |
| Relator term | Co-author |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Proctor, Joshua L. |
| Relator term | Co-author |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Item type | Books |
| Source of classification or shelving scheme | Dewey Decimal Classification |
| Withdrawn status | Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Collection code | Home library | Current library | Date acquired | Source of acquisition | Cost, normal purchase price | Total Checkouts | Full call number | Barcode | Checked out | Date last seen | Date last borrowed | Copy number | Cost, replacement price | Koha item type |
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| Dewey Decimal Classification | General | IIT Gandhinagar | IIT Gandhinagar | 06/06/2025 | CBS Publishers | 6538.46 | 2 | 518.2 KUT | 035841 | 15/05/2026 | 16/12/2025 | 16/12/2025 | 1 | 6538.46 | Books |
