Modeling, simulation, and control of cavity flow oscillations
This thesis involves the modeling of self-sustained oscillations in the flow past a rectangular cavity. The emphasis is on developing low-dimensional models that are suitable for analysis using tools from dynamical systems and control theory. Two-dimensional direct numerical simulations are performe...
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ndltd-CALTECH-oai-thesis.library.caltech.edu-47422019-12-22T03:08:47Z Modeling, simulation, and control of cavity flow oscillations Rowley, Clarence Worth This thesis involves the modeling of self-sustained oscillations in the flow past a rectangular cavity. The emphasis is on developing low-dimensional models that are suitable for analysis using tools from dynamical systems and control theory. Two-dimensional direct numerical simulations are performed, and indicate the presence of a “wake mode,” which has been observed previously in experiments, but which is much less well understood than the “shear-layer mode” usually observed. We characterize the flow in both shear-layer mode and wake mode, and provide a criterion for predicting the onset of wake mode, as a function of the various geometrical and flow-related parameters. We focus on the modeling of shear-layer mode, and employ two distinct modeling approaches: first, we use the method of Proper Orthogonal Decomposition (POD) and Galerkin projection to reduce the Navier-Stokes equations to a lowdimensional system of ordinary differential equations (ODEs). We extend the method to compressible flows, using approximations that are valid for cold flows at moderate Mach number. In a compressible flow, both the kinematic and thermodynamic variables contribute to the total energy, and an inner product is introduced which respects this, and allows one to use vector-valued POD modes for the Galerkin projection. We obtain models in the form of ODEs with between 2 and 60 states, and compare models based on scalar-valued and vector-valued POD modes. All of the models work well for short times (a few periods of oscillation), but the models based on scalar-valued modes deviate for longer times, while in general the models based on vector-valued modes retain qualitatively correct dynamical behavior. In the second modeling approach, we model the underlying physical mechanisms separately (shear-layer amplification, acoustic scattering, acoustic propagation), and obtain linear models that are suitable for control design and analysis. We design a controller which stabilizes the model, and implement a similar control law on an experiment, demonstrating significant reduction in the amplitude of the oscillations, but revealing some limitations of feedback control. 2002 Thesis NonPeerReviewed application/pdf https://thesis.library.caltech.edu/4742/1/cwr_thesis.pdf https://resolver.caltech.edu/CaltechETD:etd-12032004-075012 Rowley, Clarence Worth (2002) Modeling, simulation, and control of cavity flow oscillations. Dissertation (Ph.D.), California Institute of Technology. doi:10.7907/G4ZX-KH73. https://resolver.caltech.edu/CaltechETD:etd-12032004-075012 <https://resolver.caltech.edu/CaltechETD:etd-12032004-075012> https://thesis.library.caltech.edu/4742/ |
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This thesis involves the modeling of self-sustained oscillations in the flow past a rectangular cavity. The emphasis is on developing low-dimensional models that are suitable for analysis using tools from dynamical systems and control theory. Two-dimensional direct numerical simulations are performed, and indicate the presence of a “wake mode,” which has been observed previously in experiments, but which is much less well understood than the “shear-layer mode” usually observed. We characterize the flow in both shear-layer mode and wake mode, and provide a criterion for predicting the onset of wake mode, as a function of the various geometrical and flow-related parameters. We focus on the modeling of shear-layer mode, and employ two distinct modeling approaches: first, we use the method of Proper Orthogonal Decomposition (POD) and Galerkin projection to reduce the Navier-Stokes equations to a lowdimensional system of ordinary differential equations (ODEs). We extend the method to compressible flows, using approximations that are valid for cold flows at moderate Mach number. In a compressible flow, both the kinematic and thermodynamic variables contribute to the total energy, and an inner product is introduced which respects this, and allows one to use vector-valued POD modes for the Galerkin projection. We obtain models in the form of ODEs with between 2 and 60 states, and compare models based on scalar-valued and vector-valued POD modes. All of the models work well for short times (a few periods of oscillation), but the models based on scalar-valued modes deviate for longer times, while in general the models based on vector-valued modes retain qualitatively correct dynamical behavior. In the second modeling approach, we model the underlying physical mechanisms separately (shear-layer amplification, acoustic scattering, acoustic propagation), and obtain linear models that are suitable for control design and analysis. We design a controller which stabilizes the model, and implement a similar control law on an experiment, demonstrating significant reduction in the amplitude of the oscillations, but revealing some limitations of feedback control. |
author |
Rowley, Clarence Worth |
spellingShingle |
Rowley, Clarence Worth Modeling, simulation, and control of cavity flow oscillations |
author_facet |
Rowley, Clarence Worth |
author_sort |
Rowley, Clarence Worth |
title |
Modeling, simulation, and control of cavity flow oscillations |
title_short |
Modeling, simulation, and control of cavity flow oscillations |
title_full |
Modeling, simulation, and control of cavity flow oscillations |
title_fullStr |
Modeling, simulation, and control of cavity flow oscillations |
title_full_unstemmed |
Modeling, simulation, and control of cavity flow oscillations |
title_sort |
modeling, simulation, and control of cavity flow oscillations |
publishDate |
2002 |
url |
https://thesis.library.caltech.edu/4742/1/cwr_thesis.pdf Rowley, Clarence Worth (2002) Modeling, simulation, and control of cavity flow oscillations. Dissertation (Ph.D.), California Institute of Technology. doi:10.7907/G4ZX-KH73. https://resolver.caltech.edu/CaltechETD:etd-12032004-075012 <https://resolver.caltech.edu/CaltechETD:etd-12032004-075012> |
work_keys_str_mv |
AT rowleyclarenceworth modelingsimulationandcontrolofcavityflowoscillations |
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