Difference between revisions of "Selected Introductory Works"

Latest revision as of 01:41, 28 November 2021

Following is a list of selected works introducing the field of model order reduction. A comprehensive list of journal articles, conference proceedings, collection chapters, and PhD theses can be found on the Publications page.

Books

L. Fortuna, G. Nunnari, A. Gallo. "Model Order Reduction Techniques with Applications in Electrical Engineering". Springer, 1992. ISBN 9781447132004

P. Benner, V. L. Mehrmann, D. C. Sorensen. "Dimension Reduction of Large-scale Systems". Springer, 2005. ISBN 9783540279099

S.X.-D. Tan and L. Hei. "Advanced Model Order Reduction Techniques in VLSI Design". Cambridge University Press, 2007. ISBN 9780511541117

W. H. Schilders, H. A. van der Vorst, J. Rommes. "Model Order Reduction: Theory, Research Aspects and Applications". Springer - Mathematics in Industry Vol. 13, 2008. ISBN 9783540788416

A. C. Antoulas. "Approximation of large-scale dynamical systems". SIAM - Advances in Design and Control Vol. 6, 2009. ISBN 9780898715293

P. Benner, M. Hinze, E. J. W. ter Maten. "Model Reduction for Circuit Simulation". Springer - Lecture Notes in Electrical Engineering Vol. 74, 2011. ISBN 9789400700895

G. Obinata, B. D. O. Anderson. "Model Reduction for Control System Design". Springer - Communications and Control Engineering, 2012. ISBN 9781447102830

A. Quarteroni, G. Rozza (Editors). "Reduced Order Methods for Modeling and Computational Reduction". Springer - Modeling, Simulation & Application Vol. 9, 2014. ISBN 9783319020907

J. S. Hesthaven, G. Rozza, B. Stamm. "Certified Reduced Basis Methods for Parametrized Partial Differential Equations". Springer - Briefs in Mathematics, 2015. ISBN 9783319224701

A. Quarteroni, A. Manzoni, F. Negri. "Reduced Basis Methods for Partial Differential Equations: An Introduction". Springer - La Mathematica Per Il 3+2, 2015. ISBN 9783319154312

P. Benner, M. Ohlberger, A. Cohen and K. Willcox (Editors). "Model Reduction and Approximation: Theory and Algorithms". SIAM - Computational Science & Engineering, 2017. ISBN 9781611974812

P. Benner, M. Ohlberger, A. Patera, G. Rozza and K. Urban (Editors). "Model Reduction of Parametrized Systems". Springer - Modeling, Simulation & Application, Vol. 17, 2017. ISBN 9783319587851

P. Benner, T. Breiten, H. Faßbender, M. Hinze, T. Stykel, R. Zimmermann (Editors). "Model Reduction of Complex Dynamical Systems". Springer - International Series of Numerical Mathematics, Vol. 171, 2021. ISBN 9783030729820

A. C. Antoulas , C. A. Beattie and S. Gugercin. "Interpolatory Methods for Model Reduction". SIAM - Computational Science & Engineering, 2020. ISBN 9781611976076

"Model Order Reduction" Handbook Series:
- P. Benner, W. Schilders, S. Grivet-Talocia, A. Quarteroni, G. Rozza and L. M. Silveira. "Model Order Reduction, Volume 1: System- and Data-Driven Methods and Algorithms". De Gruyter, 2021. ISBN 9783110500431
- P. Benner, W. Schilders, S. Grivet-Talocia, A. Quarteroni, G. Rozza and L. M. Silveira. "Model Order Reduction, Volume 2: Snapshot-Based Methods and Algorithms". De Gruyter, 2021. ISBN 9783110671407
- P. Benner, W. Schilders, S. Grivet-Talocia, A. Quarteroni, G. Rozza and L. M. Silveira. "Model Order Reduction, Volume 3: Applications". De Gruyter, 2021. ISBN 9783110500448

Surveys

A.C. Antoulas, D.C. Sorensen and S. Gugercin. "A survey of model reduction methods for large-scale systems". Contemporary Mathematics, 280: 193--219, 2001.

A.C. Antoulas. "An overview of approximation methods for large-scale dynamical systems". Annual Reviews in Control, 29(2): 181--190, 2005.

M. Frangos, Y. Marzouk, K. Willcox, and B. van Bloemen Waanders. "Surrogate and Reduced-Order Modeling: A Comparison of Approaches for Large-Scale Statistical Inverse Problems". In: Large-Scale Inverse Problems and Quantification of Uncertainty: 123--149. John Wiley & Sons, 2010.

U. Baur, P. Benner, L. Feng. "Model Order Reduction for Linear and Nonlinear Systems: A System-Theoretic Perspective". Archives of Computational Methods in Engineering, 21(4): 331--358, 2014.

P. Benner and H. Fassbender. "Model Order Reduction: Techniques and Tools". In: Encyclopedia of Systems and Control, pages 1--10. Springer, 2014.

P. Benner, S. Gugercin, and K. Willcox. "A Survey of Projection-Based Model Reduction Methods for Parametric Dynamical Systems". SIAM Review, 57(4): 483--531, 2015.

C.W. Rowley and S.T.M. Dawson. "Model Reduction for Flow Analysis and Control". Annual Review of Fluid Mechanics, 49: 387--417, 2017.

Lectures

C. Moler. "Eigenvalues and Singular Values". Chapter 10, Numerical Computing with MATLAB.

S. Lall "Robust Control Analysis and Synthesis", 2001.

H. Sandberg "Applications: Controller and Nonlinear Model Order Reduction", 2008.

S. Volkwein "Model Reduction Using Proper Orthogonal Decomposition", 2011.

S. Volkwein "POD a-posteriori error estimation for PDE constrained optimization", CIRM Model Reduction and Approximation for Complex Systems, 2013. (video)

P. Benner "Matrix Equations and Model Reduction", 2013. (video: Part 1, Part 2, Part 3, Part 4, Part 5)

V. Mehrmann "Model Reduction: Analysis, Numerical Solution and Real World Applications", 2015. (video: Model Reduction, a Survey, Preservation of Physical Properties in Model Reduction Methods, Model Reduction in Real World and Industrial Applications )

N. Kutz "Reduced Order Modelling", 2016. (video: ROM, POD 1, POD 2, POD 3)

K. Carlberg "Reduced Order Modelling", 2016. (video: part 1,part 2, part 3, part 4, part 5)

M. Hinze "Proper Orthogonal Decomposition - mathematics and practical aspects". LMS - EPSRC Durham Symposium on Model Order Reduction, 2017. (slides: part 1, part 2, part 3; video: part 1, part 2, part 3)

B. Haasdonk. "Reduced Basis Methods for Parametrized Partial Differential Equations". LMS - EPSRC Durham Symposium on Model Order Reduction, 2017. (slides: part 1, part 2, part 3; video: part 1, part 2, part 3)

T. Stykel. "Balanced truncation model reduction". LMS - EPSRC Durham Symposium on Model Order Reduction, 2017. (slides: part 1, part 2, part 3)

S. Gugercin, C. Beattie, and A. C. Antoulas. "Model Reduction via Interpolation". LMS - EPSRC Durham Symposium on Model Order Reduction, 2017. (slides: part 1, part 2; video part 1, part 2, part 3)

T. Damm. "Model order reduction for stochastic systems". LMS - EPSRC Durham Symposium on Model Order Reduction, 2017. (slides: part 1, part 2, part 3; video: part 1, part 2, part 3)

P. Benner. "Parameter-preserving model order reduction of dynamical systems". LMS - EPSRC Durham Symposium on Model Order Reduction, 2017. (slides: part 1, part 2, part 3; video: part 1, part 2, part 3)

C. Beattie, P. Benner, S. Gugercin "An Introduction to System-theoretic Methods for Model Reduction". ICERM - Model and dimension reduction in uncertain and dynamic systems, 2020. (videos:

part 1A, part 1B, part 1C, part 2A, part 2B, part 3A, part 3B, part 4, part 5)

News

P Benner. "Solving large-scale control problems", IEEE Control Systems Magazine 24(1): 44--59, 2004.

M. Gunzburger and K. Willcox. "Reduced-Order Models of Large-Scale Computational Systems", SIAM News 38(5): 2005.

P. Benner. "Numerical Linear Algebra for Model Reduction in Control and Simulation", GAMM Mitteilungen 29(2): 275--296, 2006.

P. Benner. "Model Reduction at ICIAM '07", SIAM News 40(8): 2007.

M. Ohlberger and B. Haasdonk. "Wenn die Probleme zahlreicher werden: Reduzierte Basis Methoden für effiziente und gesicherte numerische Simulation", GAMM Rundbrief 2014(1): 6--13, 2014.

R. Brueckner. "Predictive Data Science for Physical Systems: From Model Reduction to Scientific Machine Learning", Inside HPC, 2020.

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+[[Category:Miscellaneous]]
+Following is a list of selected works introducing the field of model order reduction.
+A comprehensive list of journal articles, conference proceedings, collection chapters, and PhD theses can be found on the [[Publications]] page.
 ==Books==
-* P. Benner, V. L. Mehrmann, D. C. Sorensen. "<span class="plainlinks">[http://books.google.de/books?id=7ZEIxkQr39IC Dimension Reduction of Large-scale Systems]</span>". Springer, 2005. ISBN 9783540279099
+* L. Fortuna, G. Nunnari, A. Gallo. "<span class="plainlinks">[https://doi.org/10.1007/978-1-4471-3198-4 Model Order Reduction Techniques with Applications in Electrical Engineering]</span>". Springer, 1992. ISBN 9781447132004
-* W. H. Schilders, H. A. van der Vorst, J. Rommes. "<span class="plainlinks">[http://books.google.de/books?id=WWi1evmAQPkC Model Order Reduction: Theory, Research Aspects and Applications]</span>". Springer - Mathematics in Industry Vol. 13, 2008. ISBN  9783540788416
+* P. Benner, V. L. Mehrmann, D. C. Sorensen. "<span class="plainlinks">[https://doi.org/10.1007/3-540-27909-1 Dimension Reduction of Large-scale Systems]</span>". Springer, 2005. ISBN 9783540279099
-* A. C. Athanasios. "<span class="plainlinks">[http://books.google.de/books?id=HntlsoAR0NoC Approximation of large-scale dynamical systems]</span>". SIAM - Advances in Design and Control Vol. 6, 2009. ISBN 9780898715293
+* S.X.-D. Tan and L. Hei. "<span class="plainlinks">[https://doi.org/10.1017/CBO9780511541117 Advanced Model Order Reduction Techniques in VLSI Design]</span>". Cambridge University Press, 2007. ISBN 9780511541117
-* G. Obinata, B. D. O. Anderson. "<span class="plainlinks">[http://books.google.de/books?id=Ij_TBwAAQBAJ Model Reduction for Control System Design]</span>". Springer - Communications and Control Engineering, 2012. ISBN 9781447102830
+* W. H. Schilders, H. A. van der Vorst, J. Rommes. "<span class="plainlinks">[https://doi.org/10.1007/978-3-540-78841-6 Model Order Reduction: Theory, Research Aspects and Applications]</span>". Springer - Mathematics in Industry Vol. 13, 2008. ISBN  9783540788416
-* P. Benner, M. Hinze, E. J. W. ter Maten. "<span class="plainlinks">[http://books.google.de/books?id=BE3CdTTVH_kC Model Reduction for Circuit Simulation]</span>". Springer - Lecture Notes in Electrical Engineering Vol. 74, 2011. ISBN  9789400700895
+* A. C. Antoulas. "<span class="plainlinks">[https://doi.org/10.1137/1.9780898718713 Approximation of large-scale dynamical systems]</span>". SIAM - Advances in Design and Control Vol. 6, 2009. ISBN 9780898715293
-* A. Quarteroni, G. Rozza. "<span class="plainlinks">[http://books.google.de/books?id=0PW_AwAAQBAJ Reduced Order Methods for Modeling and Computational Reduction]</span>". Springer - Modeling, Simulation \& Application Vol. 9, 2014. ISBN 9783319020907
+* P. Benner, M. Hinze, E. J. W. ter Maten. "<span class="plainlinks">[https://doi.org/10.1007/978-94-007-0089-5 Model Reduction for Circuit Simulation]</span>". Springer - Lecture Notes in Electrical Engineering Vol. 74, 2011. ISBN  9789400700895
-* J. S. Hesthaven, G. Rozza, B. Stamm. "<span class="plainlinks">[http://books.google.de/books?id=KqtnCgAAQBAJ Certified Reduced Basis Methods for Parametrized Partial Differential Equations]</span>". Springer - Briefs in Mathematics, 2015. ISBN 9783319224701
+* G. Obinata, B. D. O. Anderson. "<span class="plainlinks">[https://doi.org/10.1007/978-1-4471-0283-0 Model Reduction for Control System Design]</span>". Springer - Communications and Control Engineering, 2012. ISBN 9781447102830
-* A. Quarteroni, A. Manzoni, F. Negri. "<span class="plainlinks">[http://books.google.de/books?id=e6FnCgAAQBAJ Reduced Basis Methods for Partial Differential Equations: An Introduction]</span>". Springer - La Mathematica Per Il 3+2, 2015. ISBN 9783319154312
+* A. Quarteroni, G. Rozza (Editors). "<span class="plainlinks">[https://doi.org/10.1007/978-3-319-02090-7 Reduced Order Methods for Modeling and Computational Reduction]</span>". Springer - Modeling, Simulation & Application Vol. 9, 2014. ISBN 9783319020907
+* J. S. Hesthaven, G. Rozza, B. Stamm. "<span class="plainlinks">[https://doi.org/10.1007/978-3-319-22470-1 Certified Reduced Basis Methods for Parametrized Partial Differential Equations]</span>". Springer - Briefs in Mathematics, 2015. ISBN 9783319224701
+* A. Quarteroni, A. Manzoni, F. Negri. "<span class="plainlinks">[https://doi.org/10.1007/978-3-319-15431-2 Reduced Basis Methods for Partial Differential Equations: An Introduction]</span>". Springer - La Mathematica Per Il 3+2, 2015. ISBN 9783319154312
 * P. Benner, M. Ohlberger, A. Cohen and K. Willcox (Editors). "<span class="plainlinks">[https://doi.org/10.1137/1.9781611974829 Model Reduction and Approximation: Theory and Algorithms]</span>". SIAM - Computational Science & Engineering, 2017. ISBN 9781611974812
-* P. Benner, M. Ohlberger, A. Patera, G. Rozza and K. Urban (Editors). "<span class="plainlinks">[https://doi.org/10.1007/978-3-319-58786-8 Model Reduction of Parametrized Systems]</span>". Springer - MS&A, Vol. 17, 2017. ISBN 9783319587851
+* P. Benner, M. Ohlberger, A. Patera, G. Rozza and K. Urban (Editors). "<span class="plainlinks">[https://doi.org/10.1007/978-3-319-58786-8 Model Reduction of Parametrized Systems]</span>". Springer - Modeling, Simulation & Application, Vol. 17, 2017. ISBN 9783319587851
+* P. Benner, T. Breiten, H. Faßbender, M. Hinze, T. Stykel, R. Zimmermann (Editors). "<span class="plainlinks">[https://doi.org/10.1007/978-3-030-72983-7 Model Reduction of Complex Dynamical Systems]</span>". Springer -  International Series of Numerical Mathematics, Vol. 171, 2021. ISBN 9783030729820
+* A. C. Antoulas , C. A. Beattie and S. Gugercin. "<span class="plainlinks">[https://doi.org/10.1137/1.9781611976083 Interpolatory Methods for Model Reduction]</span>". SIAM - Computational Science & Engineering, 2020. ISBN 9781611976076
+* "Model Order Reduction" Handbook Series:
+** P. Benner, W. Schilders, S. Grivet-Talocia, A. Quarteroni, G. Rozza and L. M. Silveira. "<span class="plainlinks">[https://www.degruyter.com/view/title/523453 Model Order Reduction, Volume 1: System- and Data-Driven Methods and Algorithms]</span>". De Gruyter, 2021. ISBN 9783110500431
+** P. Benner, W. Schilders, S. Grivet-Talocia, A. Quarteroni, G. Rozza and L. M. Silveira. "<span class="plainlinks">[https://doi.org/10.1515/9783110671490 Model Order Reduction, Volume 2: Snapshot-Based Methods and Algorithms]</span>". De Gruyter, 2021. ISBN 9783110671407
+** P. Benner, W. Schilders, S. Grivet-Talocia, A. Quarteroni, G. Rozza and L. M. Silveira. "<span class="plainlinks">[https://doi.org/10.1515/9783110499001 Model Order Reduction, Volume 3: Applications]</span>". De Gruyter, 2021. ISBN 9783110500448
+==Surveys==
+* A.C. Antoulas, D.C. Sorensen and S. Gugercin. "<span class="plainlinks">[https://doi.org/10.1090/conm/280 A survey of model reduction methods for large-scale systems]</span>". Contemporary Mathematics, 280: 193--219, 2001.
+* A.C. Antoulas. "<span class="plainlinks">[https://doi.org/10.1016/j.arcontrol.2005.08.002 An overview of approximation methods for large-scale dynamical systems]</span>". Annual Reviews in Control, 29(2): 181--190, 2005.
+* M. Frangos, Y. Marzouk, K. Willcox, and B. van Bloemen Waanders. "<span class="plainlinks">[https://doi.org/10.1002/9780470685853.ch7 Surrogate and Reduced-Order Modeling: A Comparison of Approaches for Large-Scale Statistical Inverse Problems]</span>". In: Large-Scale Inverse Problems and Quantification of Uncertainty: 123--149. John Wiley & Sons, 2010.
+* U. Baur, P. Benner, L. Feng. "<span class="plainlinks">[https://doi.org/10.1007/s11831-014-9111-2 Model Order Reduction for Linear and Nonlinear Systems: A System-Theoretic Perspective]</span>". Archives of Computational Methods in Engineering, 21(4): 331--358, 2014.
+* P. Benner and H. Fassbender. "<span class="plainlinks">[https://doi.org/10.1007/978-1-4471-5102-9_142-1 Model Order Reduction: Techniques and Tools]</span>". In: Encyclopedia of Systems and Control, pages 1--10. Springer, 2014.
+* P. Benner, S. Gugercin, and K. Willcox. "<span class="plainlinks">[https://doi.org/10.1137/130932715 A Survey of Projection-Based Model Reduction Methods for Parametric Dynamical Systems]</span>". SIAM Review, 57(4): 483--531, 2015.
+* C.W. Rowley and S.T.M. Dawson. "<span class="plainlinks">[https://doi.org/10.1146/annurev-fluid-010816-060042 Model Reduction for Flow Analysis and Control]</span>". Annual Review of Fluid Mechanics, 49: 387--417, 2017.
 ==Lectures==
-* Cleve Moler. "<span class="plainlinks">[http://www.mathworks.de/moler/eigs.pdf Eigenvalues and Singular Values]</span>". Chapter 10, Numerical Computing with MATLAB.
-* Sanjay Lall "<span class="plainlinks">[http://lall.stanford.edu/engr210a/ Robust Control Analysis and Synthesis]</span>", 2001.
+* C. Moler. "<span class="plainlinks">[http://www.mathworks.de/moler/eigs.pdf Eigenvalues and Singular Values]</span>". Chapter 10, Numerical Computing with MATLAB.
-* Henrik Sandberg "<span class="plainlinks">[http://www.ee.kth.se/~hsan/modred_files/L6.pdf Applications: Controller and Nonlinear Model Order Reduction]</span>", 2008.
+* S. Lall "<span class="plainlinks">[https://web.archive.org/web/20170421213348/http://lall.stanford.edu/engr210a/ Robust Control Analysis and Synthesis]</span>", 2001.
-* Stefan Volkwein "<span class="plainlinks">[http://www.math.uni-konstanz.de/numerik/personen/volkwein/teaching/POD-Vorlesung.pdf Model Reduction Using Proper Orthogonal Decomposition]</span>", 2011.
+* H. Sandberg "<span class="plainlinks">[http://www.ee.kth.se/~hsan/modred_files/L6.pdf Applications: Controller and Nonlinear Model Order Reduction]</span>", 2008.
+* S. Volkwein "<span class="plainlinks">[http://www.math.uni-konstanz.de/numerik/personen/volkwein/teaching/POD-Vorlesung.pdf Model Reduction Using Proper Orthogonal Decomposition]</span>", 2011.
-* Peter Benner "<span class="plainlinks">[http://g2s3.cs.ucdavis.edu/lecturers/Benner/Benner-lectures-online.pdf Matrix Equations and Model Reduction]</span>", 2013. (video: [http://youtu.be/qyIsF17Wf0k Part 1], [http://youtu.be/XTkMEdn-HYY Part 2], [http://youtu.be/x3lU68L_E1E Part 3], [http://youtu.be/M3KgWHQar8I Part 4], [http://youtu.be/7DGLGT_jReU Part 5])
+* S. Volkwein "<span class="plainlinks">[https://doi.org/10.24350/CIRM.V.18587203 POD a-posteriori error estimation for PDE constrained optimization]</span>", CIRM Model Reduction and Approximation for Complex Systems, 2013. ([https://youtu.be/Vwiep77kdWw video])
-* Volker Mehrmann "<span class="plainlinks">[http://www.cs.cas.cz/more2015/download/mehrmann.pdf Model Reduction: Analysis, Numerical Solution and Real World Applications]</span>", 2015. (video: [http://slideslive.com/38894556/model-reduction-a-survey Model Reduction, a Survey], [http://slideslive.com/38894557/preservation-of-physical-properties-in-model-reduction-methods Preservation of Physical Properties in Model Reduction Methods], [http://slideslive.com/38894558/model-reduction-in-real-world-and-industrial-applications Model Reduction in Real World and Industrial Applications ])
-* Nathan Kutz "Reduced Order Modelling", 2016. (video: [http://youtu.be/YtFuVwrZxC4 ROM], [http://youtu.be/YX24Jgd90uY POD 1], [http://youtu.be/X5GhhjpX0ao POD 2], [http://youtu.be/sK0cUVD7mxw POD 3])
+* P. Benner "<span class="plainlinks">[http://g2s3.cs.ucdavis.edu/lecturers/Benner/Benner-lectures-online.pdf Matrix Equations and Model Reduction]</span>", 2013. (video: [http://youtu.be/qyIsF17Wf0k Part 1], [http://youtu.be/XTkMEdn-HYY Part 2], [http://youtu.be/x3lU68L_E1E Part 3], [http://youtu.be/M3KgWHQar8I Part 4], [http://youtu.be/7DGLGT_jReU Part 5])
+* V. Mehrmann "<span class="plainlinks">[http://www.cs.cas.cz/more2015/download/mehrmann.pdf Model Reduction: Analysis, Numerical Solution and Real World Applications]</span>", 2015. (video: [http://slideslive.com/38894556/model-reduction-a-survey Model Reduction, a Survey], [http://slideslive.com/38894557/preservation-of-physical-properties-in-model-reduction-methods Preservation of Physical Properties in Model Reduction Methods], [http://slideslive.com/38894558/model-reduction-in-real-world-and-industrial-applications Model Reduction in Real World and Industrial Applications ])
-* Kevin Carlberg "Reduced Order Modelling", 2016. (video: [http://youtu.be/KOHxCIx04Dg part 1],[http://youtu.be/MKL_AGo6Ktk part 2], [http://youtu.be/9zASWKu002U part 3], [http://youtu.be/j38c4hqsEI0 part 4], [http://youtu.be/wcH1BMRDOJY part 5])
+* N. Kutz "Reduced Order Modelling", 2016. (video: [http://youtu.be/YtFuVwrZxC4 ROM], [http://youtu.be/YX24Jgd90uY POD 1], [http://youtu.be/X5GhhjpX0ao POD 2], [http://youtu.be/sK0cUVD7mxw POD 3])
-* Michael Hinze "Proper Orthogonal Decomposition - mathematics and practical aspects". LMS - EPSRC Durham Symposium on Model Order Reduction, 2017. (slides: [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/talks/1453hinz.pdf part 1], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/talks/1634hinz.pdf part 2], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/common/ball1.png part 3]; video: [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/movies/1453hinz.mp4 part 1], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/movies/1634hinz.mp4 part 2], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/movies/1635hinz.mp4 part 3])
+* K. Carlberg "Reduced Order Modelling", 2016. (video: [http://youtu.be/KOHxCIx04Dg part 1],[http://youtu.be/MKL_AGo6Ktk part 2], [http://youtu.be/9zASWKu002U part 3], [http://youtu.be/j38c4hqsEI0 part 4], [http://youtu.be/wcH1BMRDOJY part 5])
-* Bernard Haasdonk. "Reduced Basis Methods for Parametrized Partial Differential Equations". LMS - EPSRC Durham Symposium on Model Order Reduction, 2017. (slides: [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/talks/1448haas.pdf part 1], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/talks/1642haas.pdf part 2], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/talks/1643haas.pdf part 3]; video: [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/movies/1448haas.mp4 part 1], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/movies/1642haas.mp4 part 2], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/movies/1643haas.mp4 part 3])
-* Tatjana Stykel. "Balanced truncation model reduction". LMS - EPSRC Durham Symposium on Model Order Reduction, 2017. (slides: [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/talks/1494styk.pdf part 1], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/talks/1644styk.pdf part 2], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/talks/1645styk.pdf part 3])
+* M. Hinze "Proper Orthogonal Decomposition - mathematics and practical aspects". LMS - EPSRC Durham Symposium on Model Order Reduction, 2017. (slides: [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/talks/1453hinz.pdf part 1], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/talks/1634hinz.pdf part 2], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/common/ball1.png part 3]; video: [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/movies/1453hinz.mp4 part 1], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/movies/1634hinz.mp4 part 2], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/movies/1635hinz.mp4 part 3])
-* Serkan Gugercin, Christopher Beattie, and Athanasios Antoulas. "Model Reduction via Interpolation". LMS - EPSRC Durham Symposium on Model Order Reduction, 2017. (slides: [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/talks/1445guce.pdf part 1], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/talks/1646guge.pdf part 2]; video [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/movies/1445guge.mp4 part 1], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/movies/1646guge.mp4 part 2], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/movies/1647guge.mp4 part 3])
+* B. Haasdonk. "Reduced Basis Methods for Parametrized Partial Differential Equations". LMS - EPSRC Durham Symposium on Model Order Reduction, 2017. (slides: [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/talks/1448haas.pdf part 1], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/talks/1642haas.pdf part 2], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/talks/1643haas.pdf part 3]; video: [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/movies/1448haas.mp4 part 1], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/movies/1642haas.mp4 part 2], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/movies/1643haas.mp4 part 3])
-* Tobias Damm. "Model order reduction for stochastic systems". LMS - EPSRC Durham Symposium on Model Order Reduction, 2017. (slides: [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/talks/1428damm.pdf part 1], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/talks/1640damm.pdf part 2], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/talks/1641damm.pdf part 3]; video: [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/movies/1428damm.mp4 part 1], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/movies/1640damm.mp4 part 2], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/movies/1641damm.mp4 part 3])
+* T. Stykel. "Balanced truncation model reduction". LMS - EPSRC Durham Symposium on Model Order Reduction, 2017. (slides: [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/talks/1494styk.pdf part 1], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/talks/1644styk.pdf part 2], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/talks/1645styk.pdf part 3])
-* Peter Benner. "Parameter-preserving model order reduction of dynamical systems". LMS - EPSRC Durham Symposium on Model Order Reduction, 2017. (slides: [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/talks/1420benn.pdf part 1], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/talks/1631benn.pdf part 2], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/talks/1632benn.pdf part 3]; video: [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/movies/1420benn.mp4 part 1], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/movies/1631benn.mp4 part 2], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/movies/1632benn.mp4 part 3])
+* S. Gugercin, C. Beattie, and A. C. Antoulas. "Model Reduction via Interpolation". LMS - EPSRC Durham Symposium on Model Order Reduction, 2017. (slides: [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/talks/1445guce.pdf part 1], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/talks/1646guge.pdf part 2]; video [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/movies/1445guge.mp4 part 1], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/movies/1646guge.mp4 part 2], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/movies/1647guge.mp4 part 3])
+* T. Damm. "Model order reduction for stochastic systems". LMS - EPSRC Durham Symposium on Model Order Reduction, 2017. (slides: [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/talks/1428damm.pdf part 1], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/talks/1640damm.pdf part 2], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/talks/1641damm.pdf part 3]; video: [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/movies/1428damm.mp4 part 1], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/movies/1640damm.mp4 part 2], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/movies/1641damm.mp4 part 3])
+* P. Benner. "Parameter-preserving model order reduction of dynamical systems". LMS - EPSRC Durham Symposium on Model Order Reduction, 2017. (slides: [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/talks/1420benn.pdf part 1], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/talks/1631benn.pdf part 2], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/talks/1632benn.pdf part 3]; video: [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/movies/1420benn.mp4 part 1], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/movies/1631benn.mp4 part 2], [http://www.maths.dur.ac.uk/events/Meetings/LMS/107/movies/1632benn.mp4 part 3])
+* C. Beattie, P. Benner, S. Gugercin "An Introduction to System-theoretic Methods for Model Reduction". ICERM - Model and dimension reduction in uncertain and dynamic systems, 2020. (videos:
+[https://icerm.brown.edu/video_archive/?play=2126 part 1A], [https://icerm.brown.edu/video_archive/?play=2127 part 1B], [https://icerm.brown.edu/video_archive/?play=2128 part 1C],
+[https://icerm.brown.edu/video_archive/?play=2129 part 2A], [https://icerm.brown.edu/video_archive/?play=2130 part 2B],
+[https://icerm.brown.edu/video_archive/?play=2132 part 3A], [https://icerm.brown.edu/video_archive/?play=2133 part 3B],
+[https://icerm.brown.edu/video_archive/?play=2139 part 4],
+[https://icerm.brown.edu/video_archive/?play=2140 part 5])
 ==News==
-* Max Gunzburger and Karen Willcox "<span class="plainlinks">[https://siam.org/news/news.php?id=119 Reduced-Order Models of Large-Scale Computational Systems]</span>", 2005.
+* P Benner. "<span class="plainlinks">[https://doi.org/10.1109/MCS.2004.1272745 Solving large-scale control problems]</span>", IEEE Control Systems Magazine 24(1): 44--59, 2004.
+* M. Gunzburger and K. Willcox. "<span class="plainlinks">[https://archive.siam.org/news/news.php?id=119 Reduced-Order Models of Large-Scale Computational Systems]</span>", SIAM News 38(5): 2005.
+* P. Benner. "<span class="plainlinks">[https://doi.org/10.1002/gamm.201490034 Numerical Linear Algebra for Model Reduction in Control and Simulation]</span>", GAMM Mitteilungen 29(2): 275--296, 2006.
+* P. Benner. "<span class="plainlinks">[https://archive.siam.org/pdf/news/1226.pdf Model Reduction at ICIAM '07]</span>", SIAM News 40(8): 2007.
+* M. Ohlberger and B. Haasdonk. "<span class="plainlinks">[https://www.gamm-ev.de/images/publikationen/pdf/RB_2014_01_weba.pdf#page=6 Wenn die Probleme zahlreicher werden: Reduzierte Basis Methoden für effiziente und gesicherte numerische Simulation]</span>", GAMM Rundbrief 2014(1): 6--13, 2014.
+* R. Brueckner. "<span class="plainlinks">[https://insidehpc.com/2020/01/predictive-data-science-for-physical-systems-from-model-reduction-to-scientific-machine-learning/ Predictive Data Science for Physical Systems: From Model Reduction to Scientific Machine Learning]</span>", Inside HPC, 2020.