Model Order Reduction. / Volume 1, : System- and Data-Driven Methods and Algorithms / / ed. by Peter Benner.
An increasing complexity of models used to predict real-world systems leads to the need for algorithms to replace complex models with far simpler ones, while preserving the accuracy of the predictions. This two-volume handbook covers methods as well as applications. This first volume focuses on real...
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| Place / Publishing House: | Berlin ;, Boston : : De Gruyter,, [2021] ©2021 |
| Year of Publication: | 2021 |
| Language: | English |
| Series: | Model Order Reduction ;
Volume 1 |
| Physical Description: | 1 online resource (X, 378 p.) |
| Notes: | Description based upon print version of record. |
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Model Order Reduction. Volume 1, System- and Data-Driven Methods and Algorithms / ed. by Peter Benner. Berlin ; Boston : De Gruyter, [2021] ©2021 1 online resource (X, 378 p.) text txt rdacontent computer c rdamedia online resource cr rdacarrier Model Order Reduction ; Volume 1 Description based on online resource; title from PDF title page (publisher's Web site, viewed 27. Okt 2021) This eBook is made available Open Access under a CC BY-NC-ND 4.0 license: https://creativecommons.org/licenses/by-nc-nd/4.0 https://www.degruyter.com/dg/page/open-access-policy An increasing complexity of models used to predict real-world systems leads to the need for algorithms to replace complex models with far simpler ones, while preserving the accuracy of the predictions. This two-volume handbook covers methods as well as applications. This first volume focuses on real-time control theory, data assimilation, real-time visualization, high-dimensional state spaces and interaction of different reduction techniques. In English. Frontmatter -- Preface to the first volume of Model Order Reduction -- Contents -- 1 Model order reduction: basic concepts and notation -- 2 Balancing-related model reduction methods -- 3 Model order reduction based on moment-matching -- 4 Modal methods for reduced order modeling -- 5 Post-processing methods for passivity enforcement -- 6 The Loewner framework for system identification and reduction -- 7 Manifold interpolation -- 8 Vector fitting -- 9 Kernel methods for surrogate modeling -- 10 Kriging: methods and applications -- Index Description based upon print version of record. MATHEMATICS / Numerical Analysis. bisacsh 3-11-050043-4 Benner, Peter, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Benner, Peter, editor. edt http://id.loc.gov/vocabulary/relators/edt Feng, Lihong, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Gosea, Ion Victor, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Grivet-Talocia, Stefano, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Grivet-Talocia, Stefano, editor. edt http://id.loc.gov/vocabulary/relators/edt Haasdonk, Bernard, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Karachalios, Dimitrios S., contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Kleijnen, Jack P. C., contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Magdeburg, Luìs Miguel Silveira, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Mahdiabadi, Morteza Karamooz, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Quarteroni, Alfio, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Quarteroni, Alfio, editor. edt http://id.loc.gov/vocabulary/relators/edt Rozza, Gianluigi, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Rozza, Gianluigi, editor. edt http://id.loc.gov/vocabulary/relators/edt Santin, Gabriele, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Schilders, W. H. A. (Wil), contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Schilders, W. H. A. (Wil), editor. edt http://id.loc.gov/vocabulary/relators/edt Silveira, Luis Miguel, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Silveira, Luís Miguel, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Silveira, Luís Miguel, editor. edt http://id.loc.gov/vocabulary/relators/edt Tiso, Paolo, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Triverio, Piero, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Zimmermann, Ralf, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb |
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Benner, Peter, Benner, Peter, Benner, Peter, Benner, Peter, Feng, Lihong, Feng, Lihong, Gosea, Ion Victor, Gosea, Ion Victor, Grivet-Talocia, Stefano, Grivet-Talocia, Stefano, Grivet-Talocia, Stefano, Grivet-Talocia, Stefano, Haasdonk, Bernard, Haasdonk, Bernard, Karachalios, Dimitrios S., Karachalios, Dimitrios S., Kleijnen, Jack P. C., Kleijnen, Jack P. C., Magdeburg, Luìs Miguel Silveira, Magdeburg, Luìs Miguel Silveira, Mahdiabadi, Morteza Karamooz, Mahdiabadi, Morteza Karamooz, Quarteroni, Alfio, Quarteroni, Alfio, Quarteroni, Alfio, Quarteroni, Alfio, Rozza, Gianluigi, Rozza, Gianluigi, Rozza, Gianluigi, Rozza, Gianluigi, Santin, Gabriele, Santin, Gabriele, Schilders, W. H. A. Schilders, W. H. A. Schilders, W. H. A. Schilders, W. H. A. Silveira, Luis Miguel, Silveira, Luis Miguel, Silveira, Luís Miguel, Silveira, Luís Miguel, Silveira, Luís Miguel, Silveira, Luís Miguel, Tiso, Paolo, Tiso, Paolo, Triverio, Piero, Triverio, Piero, Zimmermann, Ralf, Zimmermann, Ralf, |
| author_facet |
Benner, Peter, Benner, Peter, Benner, Peter, Benner, Peter, Feng, Lihong, Feng, Lihong, Gosea, Ion Victor, Gosea, Ion Victor, Grivet-Talocia, Stefano, Grivet-Talocia, Stefano, Grivet-Talocia, Stefano, Grivet-Talocia, Stefano, Haasdonk, Bernard, Haasdonk, Bernard, Karachalios, Dimitrios S., Karachalios, Dimitrios S., Kleijnen, Jack P. C., Kleijnen, Jack P. C., Magdeburg, Luìs Miguel Silveira, Magdeburg, Luìs Miguel Silveira, Mahdiabadi, Morteza Karamooz, Mahdiabadi, Morteza Karamooz, Quarteroni, Alfio, Quarteroni, Alfio, Quarteroni, Alfio, Quarteroni, Alfio, Rozza, Gianluigi, Rozza, Gianluigi, Rozza, Gianluigi, Rozza, Gianluigi, Santin, Gabriele, Santin, Gabriele, Schilders, W. H. A. Schilders, W. H. A. Schilders, W. H. A. Schilders, W. H. A. Silveira, Luis Miguel, Silveira, Luis Miguel, Silveira, Luís Miguel, Silveira, Luís Miguel, Silveira, Luís Miguel, Silveira, Luís Miguel, Tiso, Paolo, Tiso, Paolo, Triverio, Piero, Triverio, Piero, Zimmermann, Ralf, Zimmermann, Ralf, |
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Benner, Peter, |
| title |
Model Order Reduction. |
| spellingShingle |
Model Order Reduction. Model Order Reduction ; Frontmatter -- Preface to the first volume of Model Order Reduction -- Contents -- 1 Model order reduction: basic concepts and notation -- 2 Balancing-related model reduction methods -- 3 Model order reduction based on moment-matching -- 4 Modal methods for reduced order modeling -- 5 Post-processing methods for passivity enforcement -- 6 The Loewner framework for system identification and reduction -- 7 Manifold interpolation -- 8 Vector fitting -- 9 Kernel methods for surrogate modeling -- 10 Kriging: methods and applications -- Index |
| title_full |
Model Order Reduction. Volume 1, System- and Data-Driven Methods and Algorithms / ed. by Peter Benner. |
| title_fullStr |
Model Order Reduction. Volume 1, System- and Data-Driven Methods and Algorithms / ed. by Peter Benner. |
| title_full_unstemmed |
Model Order Reduction. Volume 1, System- and Data-Driven Methods and Algorithms / ed. by Peter Benner. |
| title_auth |
Model Order Reduction. |
| title_alt |
Frontmatter -- Preface to the first volume of Model Order Reduction -- Contents -- 1 Model order reduction: basic concepts and notation -- 2 Balancing-related model reduction methods -- 3 Model order reduction based on moment-matching -- 4 Modal methods for reduced order modeling -- 5 Post-processing methods for passivity enforcement -- 6 The Loewner framework for system identification and reduction -- 7 Manifold interpolation -- 8 Vector fitting -- 9 Kernel methods for surrogate modeling -- 10 Kriging: methods and applications -- Index |
| title_new |
Model Order Reduction. |
| title_sort |
model order reduction. system- and data-driven methods and algorithms / |
| series |
Model Order Reduction ; |
| series2 |
Model Order Reduction ; |
| publisher |
De Gruyter, |
| publishDate |
2021 |
| physical |
1 online resource (X, 378 p.) |
| contents |
Frontmatter -- Preface to the first volume of Model Order Reduction -- Contents -- 1 Model order reduction: basic concepts and notation -- 2 Balancing-related model reduction methods -- 3 Model order reduction based on moment-matching -- 4 Modal methods for reduced order modeling -- 5 Post-processing methods for passivity enforcement -- 6 The Loewner framework for system identification and reduction -- 7 Manifold interpolation -- 8 Vector fitting -- 9 Kernel methods for surrogate modeling -- 10 Kriging: methods and applications -- Index |
| isbn |
3-11-049896-0 3-11-050043-4 |
| illustrated |
Not Illustrated |
| dewey-hundreds |
500 - Science |
| dewey-tens |
510 - Mathematics |
| dewey-ones |
515 - Analysis |
| dewey-full |
515.353 |
| dewey-sort |
3515.353 |
| dewey-raw |
515.353 |
| dewey-search |
515.353 |
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