Linear iterative method for closed-loop control of quasiperiodic flows

This work proposes a feedback-loop strategy to suppress intrinsic oscillations of resonating flows in the fully nonlinear regime. The frequency response of the flow is obtained from the resolvent operator about the mean flow, extending the framework initially introduced by McKeon & Sharma (J. Fluid Mech., vol. 658, 2010, pp. 336–382) to study receptivity mechanisms in turbulent flows. Using this linear time-invariant model of the nonlinear flow, modern control methods such as structured ${\mathcal{H}}_{\infty }$ -synthesis can be used to design a controller. The approach is successful in damping self-sustained oscillations associated with specific eigenmodes of the mean-flow spectrum. Despite excellent performance, the linear controller is however unable to completely suppress flow oscillations, and the controlled flow is effectively attracted towards a new dynamical equilibrium. This new attractor is characterized by a different mean flow, which can in turn be used to design a second controller. The method can then be iterated on subsequent mean flows, until the coupled system eventually converges to the base flow. An intuitive parallel can be drawn with Newton’s iteration: at each step, a linearized model of the flow response to a perturbation of the input is sought, and a new linear controller is designed, aiming at further reducing the fluctuations. The method is illustrated on the well-known case of two-dimensional incompressible open-cavity flow at Reynolds number $Re=7500$ , where the fully developed flow is initially quasiperiodic (2-torus state). The base flow is reached after five iterations. The present work demonstrates that nonlinear control problems may be solved without resorting to nonlinear reduced-order models. It also shows that physically relevant linear models can be systematically derived for nonlinear flows, without resorting to black-box identification from input–output data; the key ingredient being frequency-domain models based on the linearized Navier–Stokes equations about the mean flow. Applicability to amplifier flows and turbulent dynamics has, however, yet to be investigated.

[1]  Lutz Lesshafft,et al.  Conditions for validity of mean flow stability analysis , 2016, Journal of Fluid Mechanics.

[2]  Thomas Bewley,et al.  A Linear Systems Approach to Flow Control , 2007 .

[3]  Louis N. Cattafesta,et al.  Adaptive Identification and Control of Flow-Induced Cavity Oscillations , 2002 .

[4]  Lars Henning,et al.  Robust Multivariable Closed-Loop Control of a Turbulent Backward-Facing Step Flow , 2007 .

[5]  L. Cordier,et al.  Optimal rotary control of the cylinder wake using proper orthogonal decomposition reduced-order model , 2005 .

[6]  Scott T. M. Dawson,et al.  Model Reduction for Flow Analysis and Control , 2017 .

[7]  D. Henningson,et al.  Input–output analysis, model reduction and control of the flat-plate boundary layer , 2009, Journal of Fluid Mechanics.

[8]  Aimee S. Morgans,et al.  Feedback control for form-drag reduction on a bluff body with a blunt trailing edge , 2012, Journal of Fluid Mechanics.

[9]  Denis Sipp,et al.  Stability, Receptivity, and Sensitivity Analyses of Buffeting Transonic Flow over a Profile , 2015 .

[10]  Patrick Amestoy,et al.  A Fully Asynchronous Multifrontal Solver Using Distributed Dynamic Scheduling , 2001, SIAM J. Matrix Anal. Appl..

[11]  C. Poussot-Vassal,et al.  Parametric reduced order dynamical model construction of a fluid flow control problem , 2015 .

[12]  Benoît Pier,et al.  On the frequency selection of finite-amplitude vortex shedding in the cylinder wake , 2002, Journal of Fluid Mechanics.

[13]  Philippe Meliga,et al.  Sensitivity of 2-D turbulent flow past a D-shaped cylinder using global stability , 2012 .

[14]  Matthew P. Juniper,et al.  Absolute and Convective Instability in Gas Turbine Fuel Injectors , 2012 .

[15]  Dwight Barkley,et al.  Prediction of frequencies in thermosolutal convection from mean flows. , 2015, Physical review. E, Statistical, nonlinear, and soft matter physics.

[16]  K. Fukagata,et al.  Assessment of suboptimal control for turbulent skin friction reduction via resolvent analysis , 2017, Journal of Fluid Mechanics.

[17]  D. Henningson,et al.  Feedback control of three-dimensional optimal disturbances using reduced-order models , 2011, Journal of Fluid Mechanics.

[18]  Gilead Tadmor,et al.  On the need of nonlinear control for efficient model-based wake stabilization , 2014 .

[19]  B. R. Noack,et al.  Closed-Loop Turbulence Control: Progress and Challenges , 2015 .

[20]  Eric Garnier,et al.  NARX modelling of unsteady separation control , 2013 .

[21]  Mihailo R. Jovanovic,et al.  Input-output analysis of high-speed axisymmetric isothermal jet noise , 2016 .

[22]  P. Apkarian,et al.  Nonsmooth H ∞ synthesis , 2005 .

[23]  A. S. Sharma,et al.  Model Reduction of Turbulent Fluid Flows Using the Supply Rate , 2009, Int. J. Bifurc. Chaos.

[24]  Denis Sipp,et al.  Global stability of base and mean flows: a general approach and its applications to cylinder and open cavity flows , 2007, Journal of Fluid Mechanics.

[25]  B. J. McKeon,et al.  A reduced-order model of three-dimensional unsteady flow in a cavity based on the resolvent operator , 2016, Journal of Fluid Mechanics.

[26]  Deepak Shukla,et al.  DEVELOPMENT OF AN ADAPTIVE WEAPONS-BAY SUPPRESSION SYSTEM , 1999 .

[27]  Peter J. Schmid,et al.  A physics-based approach to flow control using system identification , 2012, Journal of Fluid Mechanics.

[28]  Manuel García-Villalba,et al.  A note on optimal transient growth in turbulent channel flows , 2009 .

[29]  Peter J. Schmid,et al.  Data assimilation of mean velocity from 2D PIV measurements of flow over an idealized airfoil , 2017 .

[30]  R. Moarref,et al.  A low-order decomposition of turbulent channel flow via resolvent analysis and convex optimization , 2014, 1401.6417.

[31]  Florent Renac,et al.  Computation of eigenvalue sensitivity to base flow modifications in a discrete framework: Application to open-loop control , 2014, J. Comput. Phys..

[32]  Tim Colonius,et al.  Unsteady Lift Suppression with a Robust Closed Loop Controller , 2010 .

[33]  Jingxuan Li,et al.  Feedback control of combustion instabilities from within limit cycle oscillations using H∞ loop-shaping and the ν-gap metric , 2016, Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[34]  David W. Miller,et al.  Frequency Domain Structural System Identification by Observability Range Space Extraction , 1996 .

[35]  L. Cattafesta,et al.  Resolvent Analysis of Compressible Flow over a Long Rectangular Cavity , 2018 .

[36]  Matthew P. Juniper,et al.  Sensitivity and Nonlinearity of Thermoacoustic Oscillations , 2018 .

[37]  Gilead Tadmor,et al.  Nonlinear flow control based on a low dimensional model of fluid flow , 2005 .

[38]  D. Barkley Linear analysis of the cylinder wake mean flow , 2006 .

[39]  Frank Thiele,et al.  Turbulence Control Based on Reduced-Order Models and Nonlinear Control Design , 2010 .

[40]  Peter J. Schmid,et al.  Input–output measures for model reduction and closed-loop control: application to global modes , 2011, Journal of Fluid Mechanics.

[41]  Kathryn M. Butler,et al.  Optimal perturbations and streak spacing in wall‐bounded turbulent shear flow , 1993 .

[42]  Tim Colonius,et al.  Instability wave models for the near-field fluctuations of turbulent jets , 2011, Journal of Fluid Mechanics.

[43]  R. Goodman,et al.  Application of neural networks to turbulence control for drag reduction , 1997 .

[44]  Hugh Maurice Blackburn,et al.  Data-driven approach to design of passive flow control strategies , 2017 .

[45]  P. Meliga Harmonics generation and the mechanics of saturation in flow over an open cavity: a second-order self-consistent description , 2017, Journal of Fluid Mechanics.

[46]  Javier Jiménez,et al.  Linear energy amplification in turbulent channels , 2006, Journal of Fluid Mechanics.

[47]  C. Cossu,et al.  Optimal transient growth and very large–scale structures in turbulent boundary layers , 2008, Journal of Fluid Mechanics.

[48]  Peter J. Schmid,et al.  Closed-loop control of an open cavity flow using reduced-order models , 2009, Journal of Fluid Mechanics.

[49]  Bernd R. Noack,et al.  Cluster-based reduced-order modelling of a mixing layer , 2013, Journal of Fluid Mechanics.

[50]  Athanasios C. Antoulas,et al.  Approximation of Large-Scale Dynamical Systems , 2005, Advances in Design and Control.

[51]  Steven L. Brunton,et al.  Constrained sparse Galerkin regression , 2016, Journal of Fluid Mechanics.

[52]  Jens H. M. Fransson,et al.  Stability analysis of experimental flow fields behind a porous cylinder for the investigation of the large-scale wake vortices , 2013, Journal of Fluid Mechanics.

[53]  Clarence W. Rowley,et al.  Dynamics and control of high-reynolds-number flow over open cavities , 2006 .

[54]  S. Mittal Global linear stability analysis of time‐averaged flows , 2008 .

[55]  J. Tsitsiklis,et al.  NP-Hardness of Some Linear Control Design Problems , 1997 .

[56]  L. Cordier,et al.  Development and Application of a Reduced Order Model for the Control of Self-Sustained Instabilities in Cavity Flows , 2013 .

[57]  B. J. McKeon,et al.  A critical-layer framework for turbulent pipe flow , 2010, Journal of Fluid Mechanics.

[58]  Peter Jordan,et al.  Qualitative dynamics of wave packets in turbulent jets , 2016, 1608.06750.

[59]  L. Ljung,et al.  Subspace-based multivariable system identification from frequency response data , 1996, IEEE Trans. Autom. Control..

[60]  Peter J. Schmid,et al.  A data-assimilation method for Reynolds-averaged Navier–Stokes-driven mean flow reconstruction , 2014, Journal of Fluid Mechanics.

[61]  Patrick Amestoy,et al.  Hybrid scheduling for the parallel solution of linear systems , 2006, Parallel Comput..

[62]  Clarence W. Rowley,et al.  Active control of flow-induced cavity oscillations , 2008 .

[63]  Dan S. Henningson,et al.  Relaminarization of Reτ=100 turbulence using gain scheduling and linear state-feedback control , 2003 .

[64]  Gilead Tadmor,et al.  Galerkin Method for Nonlinear Dynamics , 2011 .

[65]  Denis Sipp,et al.  Quasi-laminar stability and sensitivity analyses for turbulent flows: Prediction of low-frequency unsteadiness and passive control , 2014 .

[66]  Michel Stanislas,et al.  Closed-loop control of experimental shear flows using machine learning , 2014 .

[67]  T. Colonius,et al.  Spectral proper orthogonal decomposition and its relationship to dynamic mode decomposition and resolvent analysis , 2017, Journal of Fluid Mechanics.

[68]  B. J. McKeon,et al.  Opposition control within the resolvent analysis framework , 2014, Journal of Fluid Mechanics.

[69]  Peter J. Schmid,et al.  Linear control of oscillator and amplifier flows , 2016 .

[70]  M. Thompson,et al.  A numerical study of global frequency selection in the time-mean wake of a circular cylinder , 2010, Journal of Fluid Mechanics.

[71]  B. J. McKeon,et al.  A framework for studying the effect of compliant surfaces on wall turbulence , 2014, Journal of Fluid Mechanics.

[72]  M. Carini,et al.  Global stability and control of the confined turbulent flow past a thick flat plate , 2017 .

[73]  Jean-Luc Aider,et al.  Closed-loop separation control using machine learning , 2014, Journal of Fluid Mechanics.

[74]  Gilead Tadmor,et al.  Feedback Control Applied to the Bluff Body Wake , 2007 .

[75]  D. Limebeer,et al.  Relaminarisation of Reτ = 100 channel flow with globally stabilising linear feedback control , 2011, 1301.4948.

[76]  Louis N. Cattafesta,et al.  Adaptive Identification of Fluid-Dynamic Systems , 2001 .

[77]  A. Morgans,et al.  Reducing the pressure drag of a D-shaped bluff body using linear feedback control , 2017 .

[78]  Marco Debiasi,et al.  Control of Subsonic Cavity Flows by Neural Networks - Analytical Models and Experimental Validation , 2005 .

[79]  J. Chomaz,et al.  GLOBAL INSTABILITIES IN SPATIALLY DEVELOPING FLOWS: Non-Normality and Nonlinearity , 2005 .

[80]  Chao Yang,et al.  ARPACK users' guide - solution of large-scale eigenvalue problems with implicitly restarted Arnoldi methods , 1998, Software, environments, tools.

[81]  P. Olver Nonlinear Systems , 2013 .

[82]  David R. Williams,et al.  Linear models for control of cavity flow oscillations , 2006, Journal of Fluid Mechanics.

[83]  L. Redekopp,et al.  Global dynamics of symmetric and asymmetric wakes , 1997, Journal of Fluid Mechanics.

[84]  A. Serrani,et al.  Feedback control of subsonic cavity flows using reduced-order models , 2007, Journal of Fluid Mechanics.

[85]  V. Mantič-Lugo,et al.  Self-consistent model for the saturation mechanism of the response to harmonic forcing in the backward-facing step flow , 2016, Journal of Fluid Mechanics.

[86]  X. Garnaud,et al.  The preferred mode of incompressible jets: linear frequency response analysis , 2013, Journal of Fluid Mechanics.

[87]  Aimee S. Morgans,et al.  Feedback control of unstable flows: a direct modelling approach using the Eigensystem Realisation Algorithm , 2016, Journal of Fluid Mechanics.

[88]  Clarence W. Rowley,et al.  Feedback control of cavity flow oscillations using simple linear models , 2012, Journal of Fluid Mechanics.

[89]  S. Cherubini,et al.  The effects of non-normality and nonlinearity of the Navier–Stokes operator on the dynamics of a large laminar separation bubble , 2010 .

[90]  B. J. McKeon,et al.  Experimental manipulation of wall turbulence: a systems approach , 2013 .

[91]  Tim Colonius,et al.  Wavepackets and trapped acoustic modes in a turbulent jet: coherent structure eduction and global stability , 2017, Journal of Fluid Mechanics.

[92]  Hassan Arbabi,et al.  Study of dynamics in post-transient flows using Koopman mode decomposition , 2017, 1704.00813.

[93]  G. Tissot,et al.  Sensitivity of wavepackets in jets to nonlinear effects: the role of the critical layer , 2016, Journal of Fluid Mechanics.

[94]  Peter J. Schmid,et al.  Linear Closed-Loop Control of Fluid Instabilities and Noise-Induced Perturbations: A Review of Approaches and Tools , 2016 .

[95]  Denis Sipp,et al.  Model reduction for fluids using frequential snapshots , 2011 .

[96]  V. Jaunet,et al.  Modeling of coherent structures in a turbulent jet as global linear instability wavepackets: Theory and experiment , 2016 .

[97]  B. J. McKeon,et al.  On coherent structure in wall turbulence , 2013, Journal of Fluid Mechanics.

[98]  Clarence W. Rowley,et al.  Feedback control of flow resonances using balanced reduced-order models , 2011 .

[99]  Bryn Ll. Jones,et al.  Passivity-based output-feedback control of turbulent channel flow , 2016, Autom..

[100]  C. Mettot,et al.  Unsteadiness in transonic shock-wave/boundary-layer interactions: experimental investigation and global stability analysis , 2015, Journal of Fluid Mechanics.

[101]  Eric C. Kerrigan,et al.  Modelling for robust feedback control of fluid flows , 2015, Journal of Fluid Mechanics.

[102]  Beverley McKeon,et al.  Dynamic roughness perturbation of a turbulent boundary layer , 2011, Journal of Fluid Mechanics.

[103]  Pierre Apkarian,et al.  Nonsmooth H∞ synthesis , 2005, IEEE Trans. Autom. Control..

[104]  Robert King,et al.  Robust nonlinear control versus linear model predictive control of a bluff body wake , 2010 .

[105]  I. Mezić,et al.  Analysis of Fluid Flows via Spectral Properties of the Koopman Operator , 2013 .