Control-Oriented Proper Orthogonal Decomposition Models for Unsteady Flows

Controller development in the relatively young field of closed-loop (or feedback) flow control is constrained by the lack of proper models for the description of the dynamics and response of flows to a control input (actuation). If a set of ordinary differential equations could be derived that describes the unsteady flow with sufficient accuracy and that also models the effect of the actuation, conventional control theory tools could be employed for controller design. In this paper, reduced-order models based on a Galerkin projection of the incompressible Navier-Stokes equations onto a proper orthogonal decomposition modal basis are described. The model coefficients can be modified or calibrated to make the model more accurate. An error-minimization technique is employed to obtain the coefficients that describe how the control input enters the model equations. These models work well in the vicinity of the design operating point. Composite models are constructed by combining modes from different operating points. This approach results in more versatile models that are valid for a larger range of operating conditions.

[1]  D. Rempfer,et al.  On Low-Dimensional Galerkin Models for Fluid Flow , 2000 .

[2]  Hussaini M. Yousuff,et al.  A Self-Contained, Automated Methodology for Optimal Flow Control , 1997 .

[3]  R. Nicolaides,et al.  A SELF-CONTAINED, AUTOMATED METHODOLOGY FOR OPTIMAL FLOW CONTROL VALIDATED FOR TRANSITION DELAY , 1995 .

[4]  Remi Manceau,et al.  Examination of large-scale structures in a turbulent plane mixing layer. Part 2. Dynamical systems model , 2001, Journal of Fluid Mechanics.

[5]  H. Schlichting Boundary Layer Theory , 1955 .

[6]  Jeremy T. Pinier,et al.  Towards Closed -Loop Feedback Control of the Flow over NACA -4412 Airfoil , 2005 .

[7]  L. Sirovich Turbulence and the dynamics of coherent structures. I. Coherent structures , 1987 .

[8]  S. Sherwin,et al.  On Unstable 2D Basic States in Low Pressure Turbine Flows at Moderate , 2004 .

[9]  S. Prudhomme,et al.  A Low-Order Model-Following Strategy for Active Flow Control , 1999 .

[10]  B. R. Noack,et al.  A hierarchy of low-dimensional models for the transient and post-transient cylinder wake , 2003, Journal of Fluid Mechanics.

[11]  G. Karniadakis,et al.  A spectral viscosity method for correcting the long-term behavior of POD models , 2004 .

[12]  A. Gross,et al.  Reduced order models for closed-loop control of time-dependent flows , 2006 .

[13]  J. Bons,et al.  Control of Low-Pressure Turbine Separation Using Vortex-Generator Jets , 2002 .

[14]  Bernd R. Noack,et al.  The need for a pressure-term representation in empirical Galerkin models of incompressible shear flows , 2005, Journal of Fluid Mechanics.

[15]  I. Kevrekidis,et al.  Low‐dimensional models for complex geometry flows: Application to grooved channels and circular cylinders , 1991 .

[16]  D. Rempfer LOW-DIMENSIONAL MODELING AND NUMERICAL SIMULATION OF TRANSITION IN SIMPLE SHEAR FLOWS , 2003 .

[17]  Robert King,et al.  Model-based Coherent-structure Control of Turbulent Shear Flows Using Low-dimensional Vortex Models , 2003 .

[18]  Mark N. Glauser,et al.  Feedback Control of Separated Flows , 2004 .

[19]  R. Murray,et al.  Model reduction for compressible flows using POD and Galerkin projection , 2004 .

[20]  Gilead Tadmor,et al.  Low-Dimensional Models For Feedback Flow Control. Part I: Empirical Galerkin models , 2004 .

[21]  K. Afanasiev,et al.  Solution of the eigenvalue problems resulting from global non-parallel flow stability analysis , 1999 .

[22]  Ronald D. Joslin,et al.  Issues in active flow control: theory, control, simulation, and experiment , 2004 .

[23]  Robert King,et al.  Model-based Control of Vortex Shedding Using Low-dimensional Galerkin Models , 2003 .

[24]  Hermann F. Fasel,et al.  Numerical Investigation of Low-Pressure Turbine Blade Separation Control , 2005 .

[25]  Roger Temam,et al.  DNS-based predictive control of turbulence: an optimal benchmark for feedback algorithms , 2001, Journal of Fluid Mechanics.

[26]  E. A. Gillies Low-dimensional control of the circular cylinder wake , 1998, Journal of Fluid Mechanics.

[27]  Jean-Antoine Désidéri,et al.  Stability Properties of POD–Galerkin Approximations for the Compressible Navier–Stokes Equations , 2000 .

[28]  P. Sagaut,et al.  Calibrated reduced-order POD-Galerkin system for fluid flow modelling , 2005 .

[29]  Nadine Aubry,et al.  The dynamics of coherent structures in the wall region of a turbulent boundary layer , 1988, Journal of Fluid Mechanics.