Reuse & Permissions

It is not necessary to obtain permission to reuse this article or its components as it is available under the terms of the Creative Commons Attribution 4.0 International license. This license permits unrestricted use, distribution, and reproduction in any medium, provided attribution to the author(s) and the published article's title, journal citation, and DOI are maintained. Please note that some figures may have been included with permission from other third parties. It is your responsibility to obtain the proper permission from the rights holder directly for these figures.

Export citation

Export citation

Choose format for download:

Download Citation
  • Open Access
  • Access by Xinjiang University

Stochastic reduced-order model for the bimodal low-frequency dynamics of a turbulent separation bubble

Ben Steinfurth*, Lukas Fuchs, Carolina Cura, Jakob G. R. von Saldern, Kilian Oberleithner, and Julien Weiss

  • *Contact author: ben.steinfurth@tu-berlin.de

Phys. Rev. Fluids 11, 064603 – Published 1 June, 2026

DOI: https://doi.org/10.1103/xt43-7x48

Abstract

The low-frequency unsteadiness of turbulent separation bubbles is manifested in a contraction and expansion of the reverse-flow region. This study shows that, in a pressure-gradient-induced turbulent separation bubble developing in a half-diffuser, the dominant long-time behavior follows nonlinear stochastic dynamics. Planar time-resolved particle image velocimetry reveals a spanwise-organized coherent structure with anticorrelated core and sidewall regions. Its temporal evolution is quantitatively described using a Langevin equation, modeling both the deterministic drift and stochastic forcing of the dynamical system. This model suggests that the low-frequency unsteadiness may arise from stochastic forcing, resulting in transitions between two equilibrium states. The methodology and findings documented in the present paper therefore constitute a significant step toward understanding turbulent separation bubbles as probabilistic dynamical systems.

View figure in article

Physics Subject Headings (PhySH)

Article Text

References (24)

  1. M. Kiya and K. Sasaki, Structure of a turbulent separation bubble, J. Fluid Mech. 137, 83 (1983).
  2. N. J. Cherry, R. Hillier, and M. E. M. P. Latour, The unsteady structure of two-dimensional separated-and-reattaching flows, J. Wind Eng. Ind. Aerodyn. 11, 95 (1983).
  3. J. Weiss, A. Mohammed-Taiffour, and Q. Schwab, Unsteady behavior of a pressure-induced turbulent separation bubble, AIAA J. 53, 2634 (2015).
  4. A. Mohammed-Taifour and J. Weiss, Unsteadiness in a large turbulent separation bubble, J. Fluid Mech. 799, 383 (2016).
  5. J. Weiss, B. Steinfurth, L. Chamard, A. Giani, and P. Combette, Spectral proper orthogonal decomposition of unsteady wall shear stress under a turbulent separation bubble, AIAA J. 60, 2150 (2022).
  6. R. Richardson, Y. Zhang, and L. N. Cattafesta, Low frequency characteristics of a pressure-gradient induced turbulent separation bubble, in AIAA SciTech 2023 Forum, National Harbor, MD (AIAA, Reston, Virginia, 2023).
  7. S. Wang and S. Ghaemi, Unsteady motions in the turbulent separation bubble of a two-dimensional wing, J. Fluid Mech. 948, A3 (2022).
  8. A. Le Floc'h, A. Mohammed-Taifour, L. Dufresne, and J. Weiss, Spanwise aspects of unsteadiness in a pressure-induced turbulent separation bubble, in AIAA 2018 Aviation (AIAA, Reston, Virginia, 2018).
  9. B. Steinfurth, M. Li, F. Scarano, and J. Weiss, Three-dimensional low-frequency dynamics of a turbulent separation bubble, J. Fluid Mech. 1019, R4 (2025).
  10. L. Fuchs, B. Steinfurth, J. G. R. von Saldern, J. Weiss, and K. Oberleithner, Standing-wave dynamics in low-frequency breathing of a turbulent separation bubble, J. Fluid Mech. 1030, A34 (2026).
  11. B. Steinfurth and J. Weiss, Assimilating experimental data of a mean three-dimensional separated flow using physics-informed neural networks, Phys. Fluids 36, 015131 (2024).
  12. B. Steinfurth, C. Cura, and J. Weiss, Three-dimensional effects associated with the low-frequency breathing motion of a turbulent separation bubble, in 20th International Symposium on Application of Laser and Imaging Techniques to Fluid Mechanics (Lisbon Laser Symposium, Lisbon, Portugal, 2022).
  13. D. Burton, S. Wang, D. T. Smith, H. N. Scott, T. N. Crouch, and M. C. Thompson, The influence of background turbulence on Ahmed-body wake bistability, J. Fluid Mech. 926, R1 (2021).
  14. M. Grandemange, M. Gohlke, and O. Cadot, Turbulent wake past a three-dimensional blunt body. Part 1. Global modes and bi-stability, J. Fluid Mech. 722, 51 (2013).
  15. K. He, G. Minellin, J. Wang, T. Dong, G. Gao, and S. Krajnovic, Numerical investigation of the wake bi-stability behind a notchback Ahmed body, J. Fluid Mech. 926, A36 (2021).
  16. C. Rigas, A. S. Morgans, R. D. Brackston, and J. F. Morrison, Diffusive dynamics and stochastic models of turbulent axisymmetric wakes, J. Fluid Mech. 778, R2 (2015).
  17. R. D. Brackston, J. M. Garcia de la Cruz, A. Wynn, G. Rigas, and J. F. Morrison, Stochastic modelling and feedback control of bistability in a turbulent bluff body wake, J. Fluid Mech. 802, 726 (2016).
  18. M. Sieber, C. O. Paschereit, and K. Oberleithner, Stochastic modelling of a noise-driven global instability in a turbulent swirling jet, J. Fluid Mech. 916, A7 (2021).
  19. C. Cura, A. Hanifi, A. V. G. Cavalieri, and J. Weiss, On the low-frequency dynamics of turbulent separation bubbles, J. Fluid Mech. 991, A11 (2024).
  20. J. Westerweel and F. Scarano, Universal outlier detection for PIV data, Exp. Fluids 39, 1096 (2005).
  21. J. Griffin, T. Schultz, R. Holman, L. Ukeiley, and L. Cattafesta, Application of multivariate outlier detection to fluid velocity measurements, Exp. Fluids 49, 305 (2010).
  22. H. Risken, The Fokker–Planck equation: Methods of solution and applications, Springer Series in Synergetics (Springer, Berlin, Heidelberg, 1984).
  23. P. Hänggi, P. Talkner, and M. Borkovec, Reaction-rate theory: Fifty years after Kramers, Rev. Mod. Phys. 62, 251 (1990).
  24. A. E. Winkelmann and J. B. Barlow, Lowfield model for a rectangular planform wing beyond stall, AIAA J. 18, 1006 (1980).

Outline

Information

Sign In to Your Journals Account

Filter

Filter

Article Lookup

Enter a citation