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Modeling Nonlinear Beam Vibrations: A Comparison Between Classical and Data-Driven Approaches

Publikation: Beitrag in Buch/Bericht/Sammelwerk/KonferenzbandAufsatz in KonferenzbandForschungPeer-Review

Autorschaft

  • Sebastian Tatzko
  • Thomas Breunung
  • Hannes Wöhler
  • Alwin Förster
  • Gleb Kleyman

Externe Organisationen

  • University of Maryland

Details

OriginalspracheEnglisch
Titel des SammelwerksNonlinear Structures and Systems
UntertitelProceedings of the 42nd IMAC, A Conference and Exposition on Structural Dynamics 2024
Herausgeber/-innenMatthew R. W. Brake, Ludovic Renson, Robert J. Kuether, Paolo Tiso
Herausgeber (Verlag)Springer
Seiten95-98
Seitenumfang4
ISBN (elektronisch)978-3-031-69409-7
ISBN (Print)9783031694080
PublikationsstatusVeröffentlicht - 8 Aug. 2024
Veranstaltung42nd IMAC, A Conference and Exposition on Structural Dynamics, IMAC 2024 - Orlando, USA / Vereinigte Staaten
Dauer: 29 Jan. 20241 Feb. 2024

Publikationsreihe

NameConference Proceedings of the Society for Experimental Mechanics Series
ISSN (Print)2191-5644
ISSN (elektronisch)2191-5652

Abstract

Vibrating slender structures often deform considerable, which trigger nonlinear behavior. For example, when the curvature is no longer small, the equations of motion contain nonlinear terms, which are often neglected assuming small vibration amplitudes. In this chapter, we experimentally observe nonlinear vibration behavior of a slender beam under harmonic excitation. We excite the bending modes of the beam and observe the forced response for different excitation levels. The frequency response shows a softening behavior with a jump phenomenon. The nonlinearity is more pronounced in higher bending modes but is already detected in the first clamped free bending motion. The experimental results are compared with an analytical approximation using the single nonlinear mode theory. The single-mode approach is appropriate for isolated modes and predicts a softening Duffing equation as a minimal nonlinear model of geometrically nonlinear beams. Finally, we obtain the governing equations directly from the measurements utilizing data-driven techniques. The underlying nonlinear differential equation is derived using test functions and sparse identification. The identified parameters are then compared to the analytical model.

ASJC Scopus Sachgebiete

Zitieren

Modeling Nonlinear Beam Vibrations: A Comparison Between Classical and Data-Driven Approaches. / Tatzko, Sebastian; Breunung, Thomas; Wöhler, Hannes et al.
Nonlinear Structures and Systems : Proceedings of the 42nd IMAC, A Conference and Exposition on Structural Dynamics 2024. Hrsg. / Matthew R. W. Brake; Ludovic Renson; Robert J. Kuether; Paolo Tiso. Springer, 2024. S. 95-98 (Conference Proceedings of the Society for Experimental Mechanics Series).

Publikation: Beitrag in Buch/Bericht/Sammelwerk/KonferenzbandAufsatz in KonferenzbandForschungPeer-Review

Tatzko, S, Breunung, T, Wöhler, H, Förster, A & Kleyman, G 2024, Modeling Nonlinear Beam Vibrations: A Comparison Between Classical and Data-Driven Approaches. in MRW Brake, L Renson, RJ Kuether & P Tiso (Hrsg.), Nonlinear Structures and Systems : Proceedings of the 42nd IMAC, A Conference and Exposition on Structural Dynamics 2024. Conference Proceedings of the Society for Experimental Mechanics Series, Springer, S. 95-98, 42nd IMAC, A Conference and Exposition on Structural Dynamics, IMAC 2024, Orlando, USA / Vereinigte Staaten, 29 Jan. 2024. https://doi.org/10.1007/978-3-031-69409-7_17
Tatzko, S., Breunung, T., Wöhler, H., Förster, A., & Kleyman, G. (2024). Modeling Nonlinear Beam Vibrations: A Comparison Between Classical and Data-Driven Approaches. In M. R. W. Brake, L. Renson, R. J. Kuether, & P. Tiso (Hrsg.), Nonlinear Structures and Systems : Proceedings of the 42nd IMAC, A Conference and Exposition on Structural Dynamics 2024 (S. 95-98). (Conference Proceedings of the Society for Experimental Mechanics Series). Springer. https://doi.org/10.1007/978-3-031-69409-7_17
Tatzko S, Breunung T, Wöhler H, Förster A, Kleyman G. Modeling Nonlinear Beam Vibrations: A Comparison Between Classical and Data-Driven Approaches. in Brake MRW, Renson L, Kuether RJ, Tiso P, Hrsg., Nonlinear Structures and Systems : Proceedings of the 42nd IMAC, A Conference and Exposition on Structural Dynamics 2024. Springer. 2024. S. 95-98. (Conference Proceedings of the Society for Experimental Mechanics Series). doi: 10.1007/978-3-031-69409-7_17
Tatzko, Sebastian ; Breunung, Thomas ; Wöhler, Hannes et al. / Modeling Nonlinear Beam Vibrations : A Comparison Between Classical and Data-Driven Approaches. Nonlinear Structures and Systems : Proceedings of the 42nd IMAC, A Conference and Exposition on Structural Dynamics 2024. Hrsg. / Matthew R. W. Brake ; Ludovic Renson ; Robert J. Kuether ; Paolo Tiso. Springer, 2024. S. 95-98 (Conference Proceedings of the Society for Experimental Mechanics Series).
Download
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abstract = "Vibrating slender structures often deform considerable, which trigger nonlinear behavior. For example, when the curvature is no longer small, the equations of motion contain nonlinear terms, which are often neglected assuming small vibration amplitudes. In this chapter, we experimentally observe nonlinear vibration behavior of a slender beam under harmonic excitation. We excite the bending modes of the beam and observe the forced response for different excitation levels. The frequency response shows a softening behavior with a jump phenomenon. The nonlinearity is more pronounced in higher bending modes but is already detected in the first clamped free bending motion. The experimental results are compared with an analytical approximation using the single nonlinear mode theory. The single-mode approach is appropriate for isolated modes and predicts a softening Duffing equation as a minimal nonlinear model of geometrically nonlinear beams. Finally, we obtain the governing equations directly from the measurements utilizing data-driven techniques. The underlying nonlinear differential equation is derived using test functions and sparse identification. The identified parameters are then compared to the analytical model.",
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AU - Breunung, Thomas

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