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Characterizing periodic orbits in two-dimensional Rayleigh-Bénard flows

Joaquín Cullen

Melisa Y. Vinograd

Patricio Clark Di Leoni*

  • Escuela de Ingeniería, Universidad de San Andrés, Buenos Aires, Argentina and Departamento de Física, Universidad de Buenos Aires, CABA, Argentina

  • Escuela de Ingeniería, Universidad de San Andrés, Buenos Aires, Argentina and Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Buenos Aires, Argentina

  • *Contact author: pclarkdileoni@udesa.edu.ar

Phys. Rev. Fluids 11, 103903 – Published 22 October, 2026

DOI: https://doi.org/10.1103/5rgk-462x

Abstract

Unstable periodic orbits and steady states are believed to form the backbone of spatiotemporal chaos and turbulence, yet their computation in thermally driven flows remains scarce for transitional regimes. In this work, we compute and characterize a steady state and three families of periodic orbits in two-dimensional Rayleigh-Bénard flow at Pr=1, near the transition to chaos. We find that in its route to chaos, the flow hops between several sets of orbits after becoming quasiperiodic. We use Floquet analysis to study the stability of the orbits obtained and characterize their bifurcations, showing how the appearance of primary and secondary frequencies, as well as phase-locking mechanisms, are all related to the dynamics of the orbits. We study in detail how the flow shadows the orbits found, and we determine in which regimes each orbit is dynamically relevant or not. Our analysis also reveals two important insights: (1) all symmetries are broken before the onset of chaos, and (2) this onset does not alter the behavior of the heat transport.

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References (47)

  1. H. A. Dijkstra and F. W. Wubs, Bifurcation Analysis of Fluid Flows (Cambridge University Press, Cambridge, 2023).
  2. J. P. Gollub and S. V. Benson, Many routes to turbulent convection, J. Fluid Mech. 100, 449 (1980).
  3. D. Auerbach, P. Cvitanović, J.-P. Eckmann, G. Gunaratne, and I. Procaccia, Exploring chaotic motion through periodic orbits, Phys. Rev. Lett. 58, 2387 (1987).
  4. Y. Lan, Cycle expansions: From maps to turbulence, Commun. Nonlin. Sci. Numer. Simul. 15, 502 (2010).
  5. N. B. Budanur, D. Borrero-Echeverry, and P. Cvitanović, Periodic orbit analysis of a system with continuous symmetry – a tutorial, Chaos 25, 073112 (2015).
  6. D. Viswanath, Recurrent motions within plane Couette turbulence, J. Fluid Mech. 580, 339 (2007).
  7. J. F. Gibson, J. Halcrow, and P. Cvitanović, Visualizing the geometry of state space in plane Couette flow, J. Fluid Mech. 611, 107 (2008).
  8. 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).
  9. Y. Duguet, C. C. T. Pringle, and R. R. Kerswell, Relative periodic orbits in transitional pipe flow, Phys. Fluids 20, 114102 (2008).
  10. D. Viswanath, The critical layer in pipe flow at high Reynolds number, Philos. Trans. R. Soc. A 367, 561 (2009).
  11. G. Kawahara and S. Kida, Periodic motion embedded in plane Couette turbulence: Regeneration cycle and burst, J. Fluid Mech. 449, 291 (2001).
  12. G. Kawahara, M. Uhlmann, and L. van Veen, The significance of simple invariant solutions in turbulent flows, Annu. Rev. Fluid Mech. 44, 203 (2012).
  13. 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).
  14. G. J. Chandler and R. R. Kerswell, Invariant recurrent solutions embedded in a turbulent two-dimensional Kolmogorov flow, J. Fluid Mech. 722, 554 (2013).
  15. 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).
  16. R. A. Schuh Frantz, C. Mimeau, M. Salihoglu, J.-C. Loiseau, and J.-C. Robinet, Bifurcation sequence in the wakes of a sphere and a cube, J. Fluid Mech. 1018, A30 (2025).
  17. F. Reetz and T. M. Schneider, Invariant states in inclined layer convection. Part 1. Temporal transitions along dynamical connections between invariant states, J. Fluid Mech. 898, A22 (2020).
  18. F. Reetz, P. Subramanian, and T. M. Schneider, Invariant states in inclined layer convection. Part 2. Bifurcations and connections between branches of invariant states, J. Fluid Mech. 898, A23 (2020).
  19. A. Bergeon and E. Knobloch, Spatially localized states in natural doubly diffusive convection, Phys. Fluids 20, 034102 (2008).
  20. C. Beaume, A. Bergeon, and E. Knobloch, Homoclinic snaking of localized states in doubly diffusive convection, Phys. Fluids 23, 094102 (2011).
  21. 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).
  22. E. M. Redfern, A. L. Lazer, and D. Lucas, Dynamically relevant recurrent flows obtained via a nonlinear recurrence function from two-dimensional turbulence, Phys. Rev. Fluids 9, 124401 (2024).
  23. J. Parker and T. Schneider, Variational methods for finding periodic orbits in the incompressible Navier–Stokes equations, J. Fluid Mech. 941, A17 (2022).
  24. P. Beck, J. P. Parker, and T. M. Schneider, Data-driven guessing and gluing of unstable periodic orbits, Phys. Rev. E 112, 024203 (2025).
  25. J. Page, J. Holey, M. P. Brenner, and R. R. Kerswell, Exact coherent structures in two-dimensional turbulence identified with convolutional autoencoders, J. Fluid Mech. 991, A10 (2024).
  26. J. H. Curry, J. R. Herring, J. Loncaric, and S. A. Orszag, Order and disorder in two and three-dimensional Rayleigh-Bénard convection, J. Fluid Mech. 147, 1 (1984).
  27. E. Zienicke, N. Seehafer, and F. Feudel, Bifurcations in two-dimensional Rayleigh-Bénard convection, Phys. Rev. E 57, 428 (1998).
  28. S. Paul, M. K. Verma, P. Wahi, S. K. Reddy, and K. Kumar, Bifurcation analysis of the flow patterns in two-dimensional Rayleigh-Bénard convection, Int. J. Bifurcation Chaos 22, 1230018 (2012).
  29. S. Paul, P. K. Mishra, M. K. Verma, and K. Kumar, Order and chaos in two-dimensional Rayleigh-Bénard convection, arXiv:0904.2917.
  30. D. Puigjaner, J. Herrero, C. Simó, and F. Giralt, From steady solutions to chaotic flows in a Rayleigh-Bénard problem at moderate Rayleigh numbers, Physica D 240, 920 (2011).
  31. F. Waleffe, A. Boonkasame, and L. M. Smith, Heat transport by coherent Rayleigh-Bénard convection, Phys. Fluids 27, 051702 (2015).
  32. D. Sondak, L. M. Smith, and F. Waleffe, Optimal heat transport solutions for Rayleigh-Bénard convection, J. Fluid Mech. 784, 565 (2015).
  33. B. Wen, D. Goluskin, and C. R. Doering, Steady Rayleigh–Bénard convection between no-slip boundaries, J. Fluid Mech. 933, R4 (2022).
  34. P. Kooloth, D. Sondak, and L. M. Smith, Coherent solutions and transition to turbulence in two-dimensional Rayleigh-Bénard convection, Phys. Rev. Fluids 6, 013501 (2021).
  35. M. Fontana, O. P. Bruno, P. D. Mininni, and P. Dmitruk, Fourier continuation method for incompressible fluids with boundaries, Comput. Phys. Commun. 256, 107482 (2020).
  36. G. Grötzbach, Spatial resolution requirements for direct numerical simulation of the Rayleigh-Bénard convection, J. Comput. Phys. 49, 241 (1983).
  37. S. B. Pope, Turbulent Flows (Cambridge University Press, Cambridge, 2000).
  38. O. Shishkina, R. J. A. M. Stevens, S. Grossmann, and D. Lohse, Boundary layer structure in turbulent thermal convection and its consequences for the required numerical resolution, New J. Phys. 12, 075022 (2010).
  39. Spookyflows, python package, version 0.1.0 (2025), https://pypi.org/project/spookyflows/.
  40. A. P. Willis, Equilibria, periodic orbits and computing them, arXiv:1908.06730.
  41. L. N. Trefethen and D. Bau, III, Numerical Linear Algebra (SIAM, 1997).
  42. G. Benettin, L. Galgani, A. Giorgilli, and J.-M. Strelcyn, Lyapunov characteristic exponents for smooth dynamical systems and for Hamiltonian systems; a method for computing all of them. Part 2: Numerical application, Meccanica 15, 21 (1980).
  43. H. Johnston and C. R. Doering, Comparison of turbulent thermal convection between conditions of constant temperature and constant flux, Phys. Rev. Lett. 102, 064501 (2009).
  44. S. Grossmann and D. Lohse, Scaling in thermal convection: A unifying theory, J. Fluid Mech. 407, 27 (2000).
  45. L. Agasthya, P. Clark Di Leoni, and L. Biferale, Reconstructing Rayleigh–Bénard flows out of temperature-only measurements using nudging, Phys. Fluids 34, 015128 (2022).
  46. M. Y. Vinograd and P. Clark Di Leoni, Reduced representations of Rayleigh-Bénard flows via autoencoders, J. Fluid Mech. 1006, A10 (2025).
  47. https://github.com/joacocullen/UPOsinRB (2026).

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