Concepedia

Data-driven Aeroelastic Modeling

Data-Driven Aeroelastic Modeling is a computational modeling approach within aeroelastic response prediction that, unlike traditional physics-based methods, leverages empirical data and statistical learning techniques to directly identify or reconstruct the dynamic aeroelastic system behavior without explicit formulation of underlying physical equations.

20

Publications

902

Citations

66

Authors

31

Institutions

Publications per year

2017–2026

16

Parents

Publications

20

Data-driven modeling for unsteady aerodynamics and aeroelasticity

Jiaqing Kou, Weiwei Zhang · Progress in Aerospace Sciences · 2021 · 229 citations

, , +14

Deep neural network for unsteady aerodynamic and aeroelastic modeling across multiple Mach numbers

Kai Li, Jiaqing Kou, Weiwei Zhang · Nonlinear Dynamics · 2019 · 150 citations

, , +16

Complex nonlinear dynamics and vibration suppression of conceptual airfoil models: A state-of-the-art overview

Qi Liu, Yong Xu, Jürgen Kurths et al. · Chaos An Interdisciplinary Journal of Nonlinear Science · 2022 · 84 citations · Full text

, , +17

Special issue on machine learning and data-driven methods in fluid dynamics

Steven L. Brunton, Maziar S. Hemati, Kunihiko Taira · Theoretical and Computational Fluid Dynamics · 2020 · 73 citations · Full text

, , +17

Data-driven nonlinear aeroelastic models of morphing wings for control

Nicola Fonzi, Steven L. Brunton, Urban Fasel · Proceedings of the Royal Society A Mathematical Physical and Engineering Sciences · 2020 · 45 citations · Full text

, , +17

1–5 of 20

Authors

66

  1. SL
    Steven L. Brunton

    University of Washington, United States

    3 publications · 137 citations

    3

    h-index

  2. YW
    Yi Wang

    University of South Carolina, United States

    2 publications · 32 citations

    2

    h-index

  3. WZ
    Weiwei Zhang

    Northwestern Polytechnical University, China

    2 publications · 379 citations

    2

    h-index

  4. JK
    Jiaqing Kou

    Northwestern Polytechnical University, China

    2 publications · 379 citations

    2

    h-index

  5. KP
    Kapil Pant

    CFD Research Corporation (United States), United States

    2 publications · 32 citations

    2

    h-index

1–5 of 66

Institutions

31

  1. Northwestern Polytechnical University

    Xi'an, China

    3 h-index

    7 publications

    1.1K citations

  2. University of Washington

    Seattle, United States

    3 h-index

    6 publications

    194 citations

  3. University of South Carolina

    Columbia, United States

    2 h-index

    5 publications

    80 citations

  4. CFD Research Corporation (United States)

    Huntsville, United States

    2 h-index

    4 publications

    64 citations

  5. Université Fédérale de Toulouse Midi-Pyrénées

    Toulouse, France

    1 h-index

    2 publications

    32 citations

  6. Deutsches Zentrum für Luft- und Raumfahrt e. V. (DLR)

    Cologne, Germany

    1 h-index

    1 publications

    16 citations

  7. Humboldt-Universität zu Berlin

    Berlin, Germany

    1 h-index

    1 publications

    84 citations

  8. Huaneng Clean Energy Research Institute

    Beijing, China

    1 h-index

    1 publications

    15 citations

1–8 of 31

Venues

  1. AIAA Journal

    3 publications · 54 citations

    3

    h-index

  2. Journal of Fluids and Structures

    1 publications · 37 citations

    1

    h-index

  3. Theoretical and Computational Fluid Dynamics

    1 publications · 73 citations

    1

    h-index

  4. Energy and Buildings

    1 publications · 23 citations

    1

    h-index

  5. Aerobiologia

    1 publications · 22 citations

    1

    h-index

1–5