- Letter
- Open Access
Experimental evidence for invariant solutions mediating transitions from metastable turbulent regimes
Phys. Rev. Research 8, L012019 – Published 22 January, 2026
DOI: https://doi.org/10.1103/v3n3-198d
Abstract
We present direct experimental evidence for turbulence visiting the neighborhoods of simple invariant solutions in phase space, immediately preceding and during rapid transitions between metastable flow regimes characterized by opposite large-scale circulations. Specifically, we identify the dynamical signature of an unstable time-periodic orbit that foreshadows these transitions, as well as brief visits to the neighborhoods of unstable equilibria during the transitions. Through direct numerical simulation of the flow, we show that these equilibria are edge states that reside on the boundary separating the two metastable regimes in phase space. Finally, recognizing turbulence approaching the unstable periodic orbit as a precursor, we predict and suppress imminent regime transitions through real-time closed-loop control in experiments.
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References (84)
- F. Ragone, J. Wouters, and F. Bouchet, Computation of extreme heat waves in climate models using a large deviation algorithm, Proc. Natl. Acad. Sci. USA 115, 24 (2018).
- D. T. Crommelin, Regime transitions and heteroclinic connections in a barotropic atmosphere, J. Atmos. Sci. 60, 229 (2003).
- G. A. Glatzmaiers and P. H. Roberts, A three-dimensional self-consistent computer simulation of a geomagnetic field reversal, Nature (London) 377, 203 (1995).
- M. Berhanu, G. Verhille, J. Boisson, B. Gallet, C. Gissinger, S. Fauve, N. Mordant, F. Pétrélis, M. Bourgoin, P. Odier, et al., Dynamo regimes and transitions in the VKS experiment, Eur. Phys. J. B 77, 459 (2010).
- F. Bouchet, J. Rolland, and E. Simonnet, Rare event algorithm links transitions in turbulent flows with activated nucleations, Phys. Rev. Lett. 122, 074502 (2019).
- B. Legras and M. Ghil, Persistent anomalies, blocking and variations in atmospheric predictability, J. Atmos. Sci. 42, 433 (1985).
- E. R. Weeks, Y. Tian, J. Urbach, K. Ide, H. L. Swinney, and M. Ghil, Transitions between blocked and zonal flows in a rotating annulus with topography, Science 278, 1598 (1997).
- J. Peixinho and T. Mullin, Decay of turbulence in pipe flow, Phys. Rev. Lett. 96, 094501 (2006).
- A. P. Willis and R. R. Kerswell, Critical behavior in the relaminarization of localized turbulence in pipe flow, Phys. Rev. Lett. 98, 014501 (2007).
- D. Borrero-Echeverry, M. F. Schatz, and R. Tagg, Transient turbulence in Taylor-Couette flow, Phys. Rev. E 81, 025301 (2010).
- A. de Lozar, F. Mellibovsky, M. Avila, and B. Hof, Edge state in pipe flow experiments, Phys. Rev. Lett. 108, 214502 (2012).
- S. Gomé, L. S. Tuckerman, and D. Barkley, Extreme events in transitional turbulence, Philos. Trans. R. Soc. A 380, 20210036 (2022).
- M. Farazmand and T. P. Sapsis, Closed-loop adaptive control of extreme events in a turbulent flow, Phys. Rev. E 100, 033110 (2019).
- V. Lucarini and T. Bódai, Transitions across melancholia states in a climate model: Reconciling the deterministic and stochastic points of view, Phys. Rev. Lett. 122, 158701 (2019).
- B. Suri, Predictive framework for flow reversals and excursions in turbulence, Phys. Rev. Lett. 133, 154002 (2024).
- J. Sommeria, Experimental study of the two-dimensional inverse energy cascade in a square box, J. Fluid Mech. 170, 139 (1986).
- G. Kawahara and S. Kida, Periodic motion embedded in plane Couette turbulence: Regeneration cycle and burst, J. Fluid Mech. 449, 291 (2001).
- D. Molenaar, H. J. H. Clercx, and G. J. F. Van Heijst, Angular momentum of forced 2D turbulence in a square no-slip domain, Physica D 196, 329 (2004).
- B. Hof, J. Westerweel, T. M. Schneider, and B. Eckhardt, Finite lifetime of turbulence in shear flows, Nature (London) 443, 59 (2006).
- G. J. Chandler and R. R. Kerswell, Invariant recurrent solutions embedded in a turbulent two-dimensional Kolmogorov flow, J. Fluid Mech. 722, 554 (2013).
- G. Michel, J. Herault, F. Pétrélis, and S. Fauve, Bifurcations of a large-scale circulation in a quasi-bidimensional turbulent flow, Europhys. Lett. 115, 64004 (2016).
- V. Dallas, K. Seshasayanan, and S. Fauve, Transitions between turbulent states in a two-dimensional shear flow, Phys. Rev. Fluids 5, 084610 (2020).
- G. Choueiri, B. Suri, J. Merrin, M. Serbyn, B. Hof, and N. B. Budanur, Crises and chaotic scattering in hydrodynamic pilot-wave experiments, Chaos 32, 093138 (2022).
- K. R. Sreenivasan, A. Bershadskii, and J. J. Niemela, Mean wind and its reversal in thermal convection, Phys. Rev. E 65, 056306 (2002).
- D. Faranda, Y. Sato, B. Saint-Michel, C. Wiertel, V. Padilla, B. Dubrulle, and F. Daviaud, Stochastic chaos in a turbulent swirling flow, Phys. Rev. Lett. 119, 014502 (2017).
- T. Alberti, F. Daviaud, R. V. Donner, B. Dubrulle, D. Faranda, and V. Lucarini, Chameleon attractors in turbulent flows, Chaos Solitons Fractals 168, 113195 (2023).
- E. Boujo, I. Kharsansky Atallah, and L. R. Pastur, Bistable flow dynamics of airfoil stall under varying angle of attack: A stochastic model with multiplicative noise, Phys. Rev. E 112, L032202 (2025).
- B. Gallet, J. Herault, C. Laroche, F. Pétrélis, and S. Fauve, Reversals of a large-scale field generated over a turbulent background, Geophys. Astrophys. Fluid Dyn. 106, 468 (2012).
- J. F. Gibson, J. Halcrow, and P. Cvitanović, Visualizing the geometry of state space in plane Couette flow, J. Fluid Mech. 611, 107 (2008).
- S. A. Neelavara, Y. Duguet, and F. Lusseyran, State space analysis of minimal channel flow, Fluid Dyn. Res. 49, 035511 (2017).
- B. Suri, J. Tithof, R. O. Grigoriev, and M. F. Schatz, Forecasting fluid flows using the geometry of turbulence, Phys. Rev. Lett. 118, 114501 (2017).
- B. Suri, J. Tithof, R. O. Grigoriev, and M. F. Schatz, Unstable equilibria and invariant manifolds in quasi-two-dimensional Kolmogorov-like flow, Phys. Rev. E 98, 023105 (2018).
- B. Suri, L. Kageorge, R. O. Grigoriev, and M. F. Schatz, Capturing turbulent dynamics and statistics in experiments with unstable periodic orbits, Phys. Rev. Lett. 125, 064501 (2020).
- C. J. Crowley, J. L. Pughe-Sanford, W. Toler, M. C. Krygier, R. O. Grigoriev, and M. F. Schatz, Turbulence tracks recurrent solutions, Proc. Natl. Acad. Sci. USA 119, e2120665119 (2022).
- C. S. Paranjape, G. Yalnız, Y. Duguet, N. B. Budanur, and B. Hof, Direct path from turbulence to time-periodic solutions, Phys. Rev. Lett. 131, 034002 (2023).
- J. Page, P. Norgaard, M. P. Brenner, and R. R. Kerswell, Recurrent flow patterns as a basis for two-dimensional turbulence: Predicting statistics from structures, Proc. Natl. Acad. Sci. USA 121, e2320007121 (2024).
- B. Suri, R. K. Pallantla, M. F. Schatz, and R. O. Grigoriev, Heteroclinic and homoclinic connections in a Kolmogorov-like flow, Phys. Rev. E 100, 013112 (2019).
- J. P. Parker, O. Ashtari, and T. M. Schneider, Predicting chaotic statistics with unstable invariant tori, Chaos 33, 083111 (2023).
- G. Lemoult, K. Gumowski, J.-L. Aider, and J. E. Wesfreid, Turbulent spots in channel flow: An experimental study, Eur. Phys. J. E 37, 25 (2014).
- P. Cvitanović, Recurrent flows: The clockwork behind turbulence, J. Fluid Mech. 726, 1 (2013).
- A. Riols, F. Rincon, C. Cossu, G. Lesur, P.-Y. Longaretti, G. I. Ogilvie, and J. Herault, Global bifurcations to subcritical magnetorotational dynamo action in Keplerian shear flow, J. Fluid Mech. 731, 1 (2013).
- C. G. Wagner, R. H. Pallock, J. S. Park, M. M. Norton, and P. Grover, Exploring regular and turbulent flow states in active nematic channel flow via exact coherent structures and their invariant manifolds, Phys. Rev. Fluids 8, 124401 (2023).
- G. Kawahara, Laminarization of minimal plane Couette flow: Going beyond the basin of attraction of turbulence, Phys. Fluids 17, 041702 (2005).
- N. B. Budanur and B. Hof, Heteroclinic path to spatially localized chaos in pipe flow, J. Fluid Mech. 827, R1 (2017).
- Y. Hiruta and S. Toh, Intermittent direction reversals of moving spatially localized turbulence observed in two-dimensional Kolmogorov flow, Phys. Rev. E 96, 063112 (2017).
- J. Herault, F. Pétrélis, and S. Fauve, Experimental observation of 1/ noise in quasi-bidimensional turbulent flows, Europhys. Lett. 111, 44002 (2015).
- M. P. Satijn, A. W. Cense, R. Verzicco, H. J. H. Clercx, and G. J. F. van Heijst, Three-dimensional structure and decay properties of vortices in shallow fluid layers, Phys. Fluids 13, 1932 (2001).
- B. Drew, J. Charonko, and P. P. Vlachos, QI—Quantitative imaging (PIV and more) (2013), available at https://sourceforge.net/projects/qi-tools/.
- B. Suri, J. Tithof, R. Mitchell, R. O. Grigoriev, and M. F. Schatz, Velocity profile in a two-layer Kolmogorov-like flow, Phys. Fluids 26, 053601 (2014).
- G. Boffetta, A. Cenedese, S. Espa, and S. Musacchio, Effects of friction on 2D turbulence: An experimental study of the direct cascade, Europhys. Lett. 71, 590 (2005).
- S. Armfield and R. Street, The fractional-step method for the Navier-Stokes equations on staggered grids: The accuracy of three variations, J. Comput. Phys. 153, 660 (1999).
- B. Suri, Symmetry-breaking bifurcations in two-dimensional square vortex flows, Phys. Fluids 33, 094112 (2021).
- C. Kelley, Solving Nonlinear Equations with Newton's Method (SIAM, Philadelphia, 2003).
- See Supplemental Material at http://link.aps.org/supplemental/10.1103/v3n3-198d for details of (1) experimental setup (2) spatial symmetries of the turbulent mean flows (3) design of the control protocol (4) distance between turbulence and invariant solutions (5) DNS (6) the unstable manifold of , and (7) descriptions of videos 1 and 2.
- N. B. Budanur, K. Y. Short, M. Farazmand, A. P. Willis, and P. Cvitanović, Relative periodic orbits form the backbone of turbulent pipe flow, J. Fluid Mech. 833, 274 (2017).
- G. Yalnız, B. Hof, and N. B. Budanur, Coarse graining the state space of a turbulent flow using periodic orbits, Phys. Rev. Lett. 126, 244502 (2021).
- C. J. Crowley, J. L. Pughe-Sanford, W. Toler, R. O. Grigoriev, and M. F. Schatz, Observing a dynamical skeleton of turbulence in Taylor-Couette flow experiments, Philos. Trans. R. Soc. A 381, 20220137 (2023).
- T. Itano and S. Toh, The dynamics of bursting process in wall turbulence, J. Phys. Soc. Jpn. 70, 703 (2001).
- T. M. Schneider, B. Eckhardt, and J. A. Yorke, Turbulence transition and the edge of chaos in pipe flow, Phys. Rev. Lett. 99, 034502 (2007).
- Y. Duguet, A. P. Willis, and R. R. Kerswell, Transition in pipe flow: The saddle structure on the boundary of turbulence, J. Fluid Mech. 613, 255 (2008).
- T. Kreilos, G. Veble, T. M. Schneider, and B. Eckhardt, Edge states for the turbulence transition in the asymptotic suction boundary layer, J. Fluid Mech. 726, 100 (2013).
- R. R. Kerswell and O. R. Tutty, Recurrence of travelling waves in transitional pipe flow, J. Fluid Mech. 584, 69 (2007).
- O. Lüthje, S. Wolff, and G. Pfister, Control of chaotic Taylor-Couette flow with time-delayed feedback, Phys. Rev. Lett. 86, 1745 (2001).
- B. Hof, C. W. H. van Doorne, J. Westerweel, F. T. M. Nieuwstadt, H. Faisst, B. Eckhardt, H. Wedin, R. R. Kerswell, and F. Waleffe, Experimental observation of nonlinear traveling waves in turbulent pipe flow, Science 305, 1594 (2004).
- M. Farazmand, An adjoint-based approach for finding invariant solutions of Navier-Stokes equations, J. Fluid Mech. 795, 278 (2016).
- M. Linkmann, F. Knierim, S. Zammert, and B. Eckhardt, Linear feedback control of invariant solutions in channel flow, J. Fluid Mech. 900, A10 (2020).
- D. Lucas and T. Yasuda, Stabilization of exact coherent structures in two-dimensional turbulence using time-delayed feedback, Phys. Rev. Fluids 7, 014401 (2022).
- T. Yasuda and D. Lucas, Stabilising nonlinear travelling waves in pipe flow using time-delayed feedback, J. Fluid Mech. 1005, A3 (2025).
- A. Garfinkel, M. L. Spano, W. L. Ditto, and J. N. Weiss, Controlling cardiac chaos, Science 257, 1230 (1992).
- V. Petrov, M. F. Schatz, K. A. Muehlner, S.J. VanHook, W. D. McCormick, J. B. Swift, H. L. Swinney, Nonlinear control of remote unstable states in a liquid bridge convection experiment, Phys. Rev. Lett. 77, 3779 (1996).
- M. Farano, S. Cherubini, J.-C. Robinet, P. De Palma, and T. M. Schneider, Computing heteroclinic orbits using adjoint-based methods, J. Fluid Mech. 858, R3 (2019).
- J. Halcrow, J. F. Gibson, P. Cvitanović, and D. Viswanath, Heteroclinic connections in plane Couette flow, J. Fluid Mech. 621, 365 (2009).
- M. Avila, F. Mellibovsky, N. Roland, and B. Hof, Streamwise-localized solutions at the onset of turbulence in pipe flow, Phys. Rev. Lett. 110, 224502 (2013).
- R. Benzi, Flow reversal in a simple dynamical model of turbulence, Phys. Rev. Lett. 95, 024502 (2005).
- P. K. Mishra, J. Herault, S. Fauve, and M. K. Verma, Dynamics of reversals and condensates in two-dimensional Kolmogorov flows, Phys. Rev. E 91, 053005 (2015).
- D. T. Crommelin, J. Opsteegh, and F. Verhulst, A mechanism for atmospheric regime behavior, J. Atmos. Sci. 61, 1406 (2004).
- F. Ravelet, L. Marié, A. Chiffaudel, and F. Daviaud, Multistability and memory effect in a highly turbulent flow: Experimental evidence for a global bifurcation, Phys. Rev. Lett. 93, 164501 (2004).
- M. Berhanu, R. Monchaux, S. Fauve, N. Mordant, F. Pétrélis, A. Chiffaudel, F. Daviaud, B. Dubrulle, L. Marié, F. Ravelet, et al., Magnetic field reversals in an experimental turbulent dynamo, Europhys. Lett. 77, 59001 (2007).
- F. Ravelet, M. Berhanu, R. Monchaux, S. Aumaître, A. Chiffaudel, F. Daviaud, B. Dubrulle, M. Bourgoin, P. Odier, N. Plihon, et al., Chaotic dynamos generated by a turbulent flow of liquid sodium, Phys. Rev. Lett. 101, 074502 (2008).
- D. J. C. Dennis and F. M. Sogaro, Distinct organizational states of fully developed turbulent pipe flow, Phys. Rev. Lett. 113, 234501 (2014).
- L. van Veen, A. Vela-Martín, and G. Kawahara, Time-periodic inertial range dynamics, Phys. Rev. Lett. 123, 134502 (2019).
- D. Zhigunov and R. O. Grigoriev, Exact coherent structures in fully developed two-dimensional turbulence, J. Fluid Mech. 970, A18 (2023).
- A. Cleary and J. Page, Dynamical relevance of periodic orbits under increasing Reynolds number and connections to inviscid dynamics, J. Fluid Mech. 1020, A52 (2025).
- B. Suri, Experimental evidence for invariant solutions mediating transitions from metastable turbulent regimes [Data set]. Zenodo (2026), doi:https://doi.org/10.5281/zenodo.18169660.