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Stochastic reduced-order model for the bimodal low-frequency dynamics of a turbulent separation bubble
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.
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References (24)
- M. Kiya and K. Sasaki, Structure of a turbulent separation bubble, J. Fluid Mech. 137, 83 (1983).
- 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).
- J. Weiss, A. Mohammed-Taiffour, and Q. Schwab, Unsteady behavior of a pressure-induced turbulent separation bubble, AIAA J. 53, 2634 (2015).
- A. Mohammed-Taifour and J. Weiss, Unsteadiness in a large turbulent separation bubble, J. Fluid Mech. 799, 383 (2016).
- 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).
- 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).
- S. Wang and S. Ghaemi, Unsteady motions in the turbulent separation bubble of a two-dimensional wing, J. Fluid Mech. 948, A3 (2022).
- 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).
- 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).
- 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).
- 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).
- 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).
- 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).
- 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).
- 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).
- 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).
- 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).
- 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).
- 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).
- J. Westerweel and F. Scarano, Universal outlier detection for PIV data, Exp. Fluids 39, 1096 (2005).
- 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).
- H. Risken, The Fokker–Planck equation: Methods of solution and applications, Springer Series in Synergetics (Springer, Berlin, Heidelberg, 1984).
- P. Hänggi, P. Talkner, and M. Borkovec, Reaction-rate theory: Fifty years after Kramers, Rev. Mod. Phys. 62, 251 (1990).
- A. E. Winkelmann and J. B. Barlow, Lowfield model for a rectangular planform wing beyond stall, AIAA J. 18, 1006 (1980).