- Letter
- Open Access
Control-based continuation maps out unstable equilibria in laboratory two-phase flow
Phys. Rev. Research 7, L032008 – Published 8 July, 2025
DOI: https://doi.org/10.1103/nznz-zc63
Abstract
We apply control-based continuation, an experimental method used to explore the bifurcation structure of nonlinear systems, to a spatially extended system by examining the equilibrium configurations of a bubble placed at the center of a straining flow. Feedback control is delivered by injecting/withdrawing fluid at actuation points and is chosen according to real-time observations of the bubble as viewed from above. The amplitude of actuation is used to locate its unstable equilibria, and thus enable their observation. We map the unstable steady shapes of the bubble as a function of straining flow rate and demonstrate excellent agreement of the resulting experimental bifurcation diagram with numerical predictions.
Physics Subject Headings (PhySH)
Article Text
Supplemental Material
References (34)
- S. Gupta, N. Mastrantonas, C. Masoller, and J. Kurths, Perspectives on the importance of complex systems in understanding our climate and climate change: The Nobel prize in physics 2021, Chaos 32, 052102 (2022).
- W. Zhang, Discrete Dynamical Systems, Bifurcations and Chaos in Economics (Elsevier Science & Technology, Chantilly, 2006).
- G. Kawahara, M. Uhlmann, and L. van Veen, The significance of simple invariant solutions in turbulent flows, Annu. Rev. Fluid Mech 44, 203 (2012).
- S. Strogatz, Nonlinear Dynamics and Chaos: With Applications to Physics, Biology, Chemistry, and Engineering (Westview Press, Cambridge, MA, 2000).
- H. Schuster and W. Just, Deterministic Chaos: An Introduction (Wiley, Germany, 2005).
- J. Sieber and B. Krauskopf, Control based bifurcation analysis for experiments, Nonlinear Dyn. 51, 365 (2008).
- B. Krauskopf, H. Osinga, and J. Galan-Vioque, Numerical Continuation Methods for Dynamical Systems: Path Following and Boundary Value Problems (Springer, Dordrecht, 2007).
- L. Renson, A. Gonzalez-Buelga, D. Barton, and S. Nield, Robust identification of backbone curves using control-based continuation, J. Sound Vib. 367, 145 (2016).
- L. Renson, D. Barton, and S. Neild, Experimental tracking of limit-point bifurcations and backbone curves using control-based continuation, Int. J. Bifurc. Chaos 27, 1730002 (2017).
- J. Sieber, A. Gonzalez-Buelga, S. Nield, D. Wagg, and B. Krauskopf, Experimental continuation of periodic orbits through a fold, Phys. Rev. Lett. 100, 244101 (2008).
- S. Beregi, D. Barton, D. Rezgui, and S. Nield, Robustness of nonlinear parameter identification in the presence of process noise using control-based continuation, Nonlinear. Dyn. 104, 885 (2021).
- L. Renson, A. Shaw, D. Barton, and S. Neild, Application of control-based continuation to a nonlinear structure with harmonically coupled modes, Mech. Syst. Signal Process. 120, 449 (2019).
- Y. Li, Z. Zhang, S. Wu, X. Wei, and H. Nie, Control-based continuation methods for bifurcation characteristic study of landing gear strut locking mechanism, Advances in Automation, Mechanical and Design Engineering, SAMDE 2023, Mechanisms and Machine Science, Vol. 161 (Springer, Cham, 2024).
- I. de Cesare, D. Salzano, M. di Bernado, L. Renson, and L. Marucci, Control-based continuation: A new approach to prototype synthetic gene networks, ACS Synth. Biol. 11, 2300 (2022).
- A. Dittus, N. Kruse, H. Wallner, L. Böttcher, I. Barke, S. Speller, J. Starke, and W. Just, Stroboscopic control and tracking of periodic states, Nonlinear. Dyn. 112, 1261 (2024).
- I. Panagiotopoulos, J. Starke, and W. Just, Control of collective human behavior: Social dynamics beyond modeling, Phys. Rev. Res. 4, 043190 (2022).
- G. I. Taylor and P. G. Saffman, A note on the motion of bubbles in a Hele-Shaw cell and porous medium, Q. J. Mech. Appl. Math. 12, 265 (1959).
- H. Stone and L. G. Leal, The influence of initial deformation on drop breakup in subcritical time-dependent flows at low Reynolds numbers, J. Fluid Mech. 206, 223 (1989).
- G. I. Taylor, The formation of emulsions in definable fields of flow, Proc. R. Soc. A 146, 501 (1934).
- G. Gallino, T. Schneider, and F. Gallaire, Edge states control droplet breakup in subcritical extensional flows, Phys. Rev. Fluids 3, 073603 (2018).
- A. Revuelta, J. Rodriguez-Rodriguez, and C. Martinez-Bazan, Bubble break-up in a straining flow at finite Reynolds numbers, J. Fluid Mech. 551, 175 (2006).
- See Supplemental Material at http://link.aps.org/supplemental/10.1103/nznz-zc63 for the processing and analysis of data points and note that for bubble shapes associated with multi-valued the integral in equation (1) would need to be expressed in terms of arc length.
- See Supplemental Material at http://link.aps.org/supplemental/10.1103/nznz-zc63 for discussion of the choice of and .
- See Supplemental Material at http://link.aps.org/supplemental/10.1103/nznz-zc63 for design and validation of this calibration curve.
- See Supplemental Material at http://link.aps.org/supplemental/10.1103/nznz-zc63 for details of the image processing procedure.
- A. Gaillard, J. Keeler, G. Le Lay, G. Lemoult, A. B. Thompson, A. Hazel, and A. Juel, The life and fate of a bubble in a geometrically perturbed Hele-Shaw channel, J. Fluid Mech. 914, A34 (2021).
- See Supplemental Material at http://link.aps.org/supplemental/10.1103/nznz-zc63 for further discussion on the causes of volume loss.
- See Supplemental Materialat http://link.aps.org/supplemental/10.1103/nznz-zc63 for details of post-experiment data processing.
- See Supplemental Material at http://link.aps.org/supplemental/10.1103/nznz-zc63 for animations.
- See Supplemental Material at http://link.aps.org/supplemental/10.1103/nznz-zc63 for further discussion of these oscillations.
- J. V. N. Fontana and A. B. Thompson, Stabilisation of propagating bubbles using control-based continuation (unpublished).
- D. A. Reinelt, The effect of thin film variations and transverse curvature on the shape of fingers in a Hele–Shaw cell, Phys. Fluids 30, 2617 (1987).
- C. W. Park and G. M. Homsy, Two-phase displacement in Hele-Shaw cells: theory, J. Fluid Mech. 139, 291 (1984).
- A. B. Thompson, Bifurcations of drops and bubbles propagating in variable depth Hele-Shaw channels, J. Eng. Mat. 129, 12 (2021).