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Lift & Learn: Physics-informed machine learning for large-scale nonlinear dynamical systems

  • Published:2020-05 Issue: Volume:406 Page:132401
  • ISSN:0167-2789
  • Container-title:Physica D: Nonlinear Phenomena
  • language:en
  • Short-container-title:Physica D: Nonlinear Phenomena

Author:

Qian Elizabeth,Kramer Boris,Peherstorfer Benjamin,Willcox Karen

Funder

SUTD-MIT International Design Centre

Hertz Foundation

National Science Foundation

U.S. Air Force

U.S. Department of Energy

Publisher

Elsevier BV

Subject

Condensed Matter Physics,Statistical and Nonlinear Physics

Reference36 articles.

1. The structure of inhomogeneous turbulent flows;Lumley,1967

2. Turbulence and the dynamics of coherent structures. i-coherent structures. ii-symmetries and transformations. iii-dynamics and scaling;Sirovich;Quart. Appl. Math.,1987

3. The proper orthogonal decomposition in the analysis of turbulent flows;Berkooz;Annu. Rev. Fluid Mech.,1993

4. Turbulence, Coherent Structures, Dynamical Systems and Symmetry;Holmes,2012

5. Aerodynamic data reconstruction and inverse design using proper orthogonal decomposition;Bui-Thanh;AIAA J.,2004

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