Dimensionality reduction and reduced-order modeling for traveling wave physics

Author:

Mendible Ariana,Brunton Steven L.,Aravkin Aleksandr Y.,Lowrie Wes,Kutz J. Nathan

Funder

Defense Threat Reduction Agency

Army Research Office

Publisher

Springer Science and Business Media LLC

Subject

Fluid Flow and Transfer Processes,General Engineering,Condensed Matter Physics,Computational Mechanics

Reference52 articles.

1. Kutz, J.N.: Data-Driven Modeling & Scientific Computation: Methods for Complex Systems & Big Data. Oxford University Press, Oxford (2013)

2. Holmes, P.J., Lumley, J.L., Berkooz, G., Rowley, C.W.: Turbulence, coherent structures, dynamical systems and symmetry. In: Davis, S.H. (ed.) Cambridge Monographs in Mechanics, 2nd edn. Cambridge University Press, Cambridge (2012)

3. Duraisamy, K., Iaccarino, G., Xiao, H.: Turbulence modeling in the age of data. Annu. Rev. Fluid Mech. 51, 357–377 (2019)

4. Brunton, S.L., Kutz, J.N.: Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control. Cambridge University Press, Cambridge (2019)

5. Benner, P., Gugercin, S., Willcox, K.: A survey of projection-based model reduction methods for parametric dynamical systems. SIAM Rev. 57(4), 483–531 (2015)

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