Location via proxy:   [ UP ]  
[Report a bug]   [Manage cookies]                
skip to main content
article

Reduced-Order Adaptive Controllers for Fluid Flows Using POD

Published: 19 December 2000 Publication History

Abstract

This article presents a reduced-order adaptive controller design for fluid flows. Frequently, reduced-order models are derived from low-order bases computed by applying proper orthogonal decomposition (POD) on an a priori ensemble of data of the Navier–Stokes model. This reduced-order model is then used to derive a reduced-order controller. The approach discussed here differ from these approaches. It uses an adaptive procedure that improves the reduced-order model by successively updating the ensemble of data. The idea is to begin with an ensemble to form a reduced-order control problem. The resulting control is then applied back to the Navier–Stokes model to generate a new ensemble. This new ensemble then replaces the previous ensemble to derive a new reduced-order model. This iteration is repeated until convergence is achieved. The adaptive reduced-order controllers effectiveness in flow control applications is shown on a recirculation control problem in channel flow using blowing (actuation) on the boundary. Optimal placement for actuators is explored. Numerical implementations and results are provided illustrating the various issues discussed.

References

[1]
1. Armaly, B. F., Durst, F., and Pereira, J. C. F. (1983). Experimental and theoretical investigation of backward-facing step flow. J. Fluid Mech. 127, 473-496.
[2]
2. Bangia, A. K., Batcho, P. F., Kevrekidis, I. G., and Karniadakis, G. E. (1997). Unsteady two-dimensional flows in complex geometries: comparative bifurcation studies with global eigenfunction expansions. SIAM J. Sci. Comput. 18, 775-805.
[3]
3. Barbu, V., and Sritharan, S. S. (1998). H<sup>∞</sup>-control theory of fluid dynamics. Roy. Soc. London Proc., Series A Math. Phys. Eng. Sci. 454, No. 1979, 3009-3033.
[4]
4. Berkooz, G., Holmes, P., and Lumley, J. L. (1993). The proper orthogonal decomposition in the analysis of turbulent flows. Ann. Revi. Fluid Mech. 25(5), 539-575.
[5]
5. Bristeau, M. O., Glowinski, R., and Periaux, J. (1987). Numerical methods for the Navier-Stokes equations: Applicationa to the simulation of compressible and incompressible viscous flows, Reports UH/MD-4, University of Houston. In Comput. Phys. Rep.
[6]
6. Chambers, D. H., Adrian, R. J., Moin, P., Stewart, D. S., and Sung, H. J. (1988). Karhunen-Loeve expansion of Burgers' model of tubulence. Phys. Fluids 31, 2573-2582.
[7]
7. Fursikov, A., Gunzburger, M. D., and Hou, L. S. (1998). Boundary value problems and optimal boundary control for the Navier-Stokes system: The two-dimensional case. SIAM J. Control Optim. 36, No. 3, 852-894.
[8]
8. Gunzburger, M. D. (1989). Finite Element Methods for Viscous Incompressible Flows, Academic Press, London.
[9]
9. Gunzburger, M. D., ed. (1995). Flow Control, IMA 68, Springer Verlag.
[10]
10. Hou, L. S., and Ravindran, S. S. (1997). A penalized Neumann control approach for solving an optimal Dirichlet control problem for the Navier-Stokes equations. SIAM J. Control Optim. 36(5), 1795-1814.
[11]
11. Hou, L. S., and Ravindran, S. S. (1999). Numerical approximation of optimal flow control problems by a penalty method: error estimates and numerical results. SIAM J. Sci. Comput. 20, No. 5, 1753-1777.
[12]
12. Ito, K., and Ravindran, S. S. (1998). A reduced-order method for simulation and control of fluid flows. J. Comput. Phys. 143, 403-425.
[13]
13. Joslin, R. D., Gunzburger, M. D., Nicolaides, R., Erlebacher, G., and Hussaini, M. Y. (1997). A self-contained, automated methodology for optimal flow control validated for transition delay. AIAA J. 35, 816-824.
[14]
14. Kirby, M., Boris, J. P., and Sirovich, L. (1990). A proper orthogonal decomposition of a simulated supersonic shear layer. Int. J. Numer. Methods Fluids 10, 411-428.
[15]
15. Kim, J., and Moin, P. (1985). Application of a fractional-step method to incompressible Navier-Stokes equations. J. Comput. Phys. 59, 308-323.
[16]
16. Kloucek, P., and Rys, F. S. (1994). On the stability of the fractional-step θ-scheme for the Navier-Stokes equations. SIAM J. Numer. Anal. 31, 1312-1335.
[17]
17. Muller, S., Prohl, A., Rannacher, R., and Turek, S. (1994). Implicit time-discretization of the non-stationary incompressible Navier-Stokes equations, Proc. 10th GAMM-Seminar, Kiel, Jan.14-16, 1994 (G. Wittum, Hackbusch, eds), Vieweg.
[18]
18. Rajaee, M., Karlson, S. K. F., and Sirovich, L. (1994). Low dimensional description of free shear flow coherent structures and their dynamical behavior. J. Fluid Mechan. 258, 1401-1402.
[19]
19. Ravindran, S. S. (2000). A reduced order approach to optimal control of fluids using proper orthogonal decomposition. Int. J. Numer. Methods Fluids 34(5), 425-448.
[20]
20. Sani, R. L., and Gresho, P. M. (1994). Resume and remarks on the open boundary condition mini-symposium. In International Journal of Numerical Methods in Fluids, Vol. 18, pp. 983-1008.
[21]
21. Sirovich, L. (1987). Turbulence and the dynamics of coherent structures: Part I-III. Quart. Appl. Math. 45(3), 561-590.
[22]
22. Sirovich, L. (1991). Analysis of turbulent flows by means of the empirical eigenfunctions. Fluid Dyn. Res. 8, 85-100.
[23]
23. Sritharan, S. S., ed. (1998). Optimal Control of Viscous Flows, SIAM, Philadelphia.
[24]
24. Temam, R. (1984). Navier-Stokes Equations: Theory and Numerical Analysis, 3rd rev. edition, North-Holland, Amsterdam.

Cited By

View all
  • (2023)Reduced order model for simulation of air pollution model and application in 2D urban street canyons via the meshfree gradient smoothing methodComputers & Mathematics with Applications10.1016/j.camwa.2023.03.009140:C(195-210)Online publication date: 15-Jun-2023
  • (2022)A POD reduced-order model based on spectral Galerkin method for solving the space-fractional Gray–Scott model with error estimateEngineering with Computers10.1007/s00366-020-01195-538:3(2245-2268)Online publication date: 1-Jun-2022
  • (2019)HDG–POD reduced order model of the heat equationJournal of Computational and Applied Mathematics10.1016/j.cam.2018.09.031362:C(663-679)Online publication date: 15-Dec-2019
  • Show More Cited By

Recommendations

Comments

Information & Contributors

Information

Published In

cover image Journal of Scientific Computing
Journal of Scientific Computing  Volume 15, Issue 4
December 2000
122 pages

Publisher

Plenum Press

United States

Publication History

Published: 19 December 2000

Author Tags

  1. POD
  2. adaptive control
  3. flow control
  4. reduced-order model

Qualifiers

  • Article

Contributors

Other Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

  • Downloads (Last 12 months)0
  • Downloads (Last 6 weeks)0
Reflects downloads up to 02 Sep 2024

Other Metrics

Citations

Cited By

View all
  • (2023)Reduced order model for simulation of air pollution model and application in 2D urban street canyons via the meshfree gradient smoothing methodComputers & Mathematics with Applications10.1016/j.camwa.2023.03.009140:C(195-210)Online publication date: 15-Jun-2023
  • (2022)A POD reduced-order model based on spectral Galerkin method for solving the space-fractional Gray–Scott model with error estimateEngineering with Computers10.1007/s00366-020-01195-538:3(2245-2268)Online publication date: 1-Jun-2022
  • (2019)HDG–POD reduced order model of the heat equationJournal of Computational and Applied Mathematics10.1016/j.cam.2018.09.031362:C(663-679)Online publication date: 15-Dec-2019
  • (2015)POD/DEIM reduced-order strategies for efficient four dimensional variational data assimilationJournal of Computational Physics10.1016/j.jcp.2015.04.030295:C(569-595)Online publication date: 15-Aug-2015
  • (2009)Turbulence modelling for active flow control applicationsInternational Journal of Computational Fluid Dynamics10.1080/1061856090277679423:4(317-326)Online publication date: 1-Apr-2009
  • (2006)Centroidal Voronoi Tessellation-Based Reduced-Order Modeling of Complex SystemsSIAM Journal on Scientific Computing10.1137/5106482750342221x28:2(459-484)Online publication date: 1-Jan-2006
  • (2005)Real-Time Computational Algorithm for Optimal Control of an MHD Flow SystemSIAM Journal on Scientific Computing10.1137/S106482750240053426:4(1369-1388)Online publication date: 1-Jan-2005
  • (2005)Calibrated reduced-order POD-Galerkin system for fluid flow modellingJournal of Computational Physics10.1016/j.jcp.2005.01.008207:1(192-220)Online publication date: 20-Jul-2005
  • (2004)Synthesizing physically realistic human motion in low-dimensional, behavior-specific spacesACM SIGGRAPH 2004 Papers10.1145/1186562.1015754(514-521)Online publication date: 8-Aug-2004
  • (2004)Synthesizing physically realistic human motion in low-dimensional, behavior-specific spacesACM Transactions on Graphics10.1145/1015706.101575423:3(514-521)Online publication date: 1-Aug-2004

View Options

View options

Media

Figures

Other

Tables

Share

Share

Share this Publication link

Share on social media