Nonlinear Dynamics: Model Reduction II

Presentations

• Data-driven reduced modeling of turbulent convection using DMD-enhanced Fluctuation-Dissipation Theorem

  ORAL

  Nov. 20, 2018, 12:50 PM – Nov. 20, 2018, 1:03 PM

  Presenters

  • Pedram Hassanzadeh

    • Rice University
    • Rice Univ

  Authors

  • Pedram Hassanzadeh

    • Rice University
    • Rice Univ

  • Mohammad Amin Khodkar

    • Rice University

  View abstract →

• Why is the cylinder flow a terrible test case for deep learning?

  ORAL

  Nov. 20, 2018, 1:03 PM – Nov. 20, 2018, 1:16 PM

  Presenters

  • Jean-Christophe Loiseau

    • Laboratoire DynFluid -- Arts et Métiers ParisTech

  Authors

  • Jean-Christophe Loiseau

    • Laboratoire DynFluid -- Arts et Métiers ParisTech

  View abstract →

• Deep learning of dynamics and signal-noise decomposition with time-stepping constraints

  ORAL

  Nov. 20, 2018, 1:16 PM – Nov. 20, 2018, 1:29 PM

  Presenters

  • Samuel Rudy

    • University of Washington Department of Applied Mathematics

  Authors

  • Samuel Rudy

    • University of Washington Department of Applied Mathematics

  • J. Nathan Kutz

    • University of Washington
    • University of Washington Department of Applied Mathematics

  • Steven L Brunton

    • University of Washington
    • University of Washington Department of Mechanical Engineering
    • Univ of Washington

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• Sparse identification of nonlinear dynamics for model predictive control in the low-data limit

  ORAL

  Nov. 20, 2018, 1:29 PM – Nov. 20, 2018, 1:42 PM

  Presenters

  • Eurika Kaiser

    • University of Washington

  Authors

  • Eurika Kaiser

    • University of Washington

  • J. Nathan Kutz

    • University of Washington
    • University of Washington Department of Applied Mathematics

  • Steven L Brunton

    • University of Washington
    • University of Washington Department of Mechanical Engineering
    • Univ of Washington

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• Recovering Quasi-2D Navier-Stokes Model Parameters via Weak Formulation

  ORAL

  Nov. 20, 2018, 1:42 PM – Nov. 20, 2018, 1:55 PM

  Presenters

  • Patrick Reinbold

    • Georgia Inst of Tech

  Authors

  • Patrick Reinbold

    • Georgia Inst of Tech

  • Roman O Grigoriev

    • Georgia Inst of Tech
    • Georgia Institute of Technology

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• Koopman mode expansions between two invariant sets

  ORAL

  Nov. 20, 2018, 1:55 PM – Nov. 20, 2018, 2:08 PM

  Presenters

  • Rich Kerswell

    • Univ of Cambridge
    • University of Cambridge

  Authors

  • Jacob Page

    • Univ of Cambridge
    • Cambridge University

  • Rich Kerswell

    • Univ of Cambridge
    • University of Cambridge

  View abstract →

• Abstract Withdrawn

  ORAL · Withdrawn

  Nov. 20, 2018, 2:08 PM – Nov. 20, 2018, 2:21 PM

  View abstract →

• Control-oriented model learning with a recurrent neural network

  ORAL

  Nov. 20, 2018, 2:21 PM – Nov. 20, 2018, 2:34 PM

  Presenters

  • Michele Alessandro Bucci

    • LIMSI-CNRS

  Authors

  • Michele Alessandro Bucci

    • LIMSI-CNRS

  • Onofrio Semeraro

    • LIMSI-CNRS

  • Alexandre Allauzen

    • LIMSI-CNRS

  • Laurent Cordier

    • Univ de Poitiers
    • Institut PPRIME, CNRS - Université de Poitiers - ENSMA

  • Guillaume Wisniewski

    • LIMSI-CNRS

  • Lionel Mathelin

    • LIMSI-CNRS

  View abstract →

• Nonlinear integro-differential operator regression with neural networks

  ORAL

  Nov. 20, 2018, 2:34 PM – Nov. 20, 2018, 2:47 PM

  Presenters

  • Ravi G Patel

    • Cornell University

  Authors

  • Ravi G Patel

    • Cornell University

  • Olivier Desjardins

    • Cornell University
    • Sibley school of Mechanical and Aerospace Engineering, Cornell University

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• Control-Informed Dynamic Mode Decomposition

  ORAL

  Nov. 20, 2018, 2:47 PM – Nov. 20, 2018, 3:00 PM

  Presenters

  • Michael J Banks

    • Univ of Illinois - Urbana

  Authors

  • Michael J Banks

    • Univ of Illinois - Urbana

  • Daniel Joseph Bodony

    • Univ of Illinois - Urbana
    • University of Illinois Urbana-Champaign

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• Improvements on Extended Kalman Filter Dynamic Mode Decomposition for Noisy Dataset

  ORAL

  Nov. 20, 2018, 3:00 PM – Nov. 20, 2018, 3:13 PM

  Presenters

  • Taku Nonomura

    • Tohoku Univ, Presto, JST
    • Tohoku Univ

  Authors

  • Taku Nonomura

    • Tohoku Univ, Presto, JST
    • Tohoku Univ

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• Reduced Order Control using Low-Rank Dynamic Mode Decomposition

  ORAL

  Nov. 20, 2018, 3:13 PM – Nov. 20, 2018, 3:26 PM

  Presenters

  • Palash Sashittal

    • Univ of Illinois - Urbana

  Authors

  • Palash Sashittal

    • Univ of Illinois - Urbana

  • Daniel Joseph Bodony

    • Univ of Illinois - Urbana
    • University of Illinois Urbana-Champaign

  View abstract →