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Optimal mode decomposition for unsteady flows

Author(s):

A. Wynn, D. Pearson, B. Ganapathisubramani, P.J. Goulart
Conference/Journal:

Journal of Fluid Mechanics, vol. 733, pp. 473--503
Abstract:

A new method, herein referred to as Optimal Mode Decomposition (OMD), of finding a linear model to describe the evolution of a fluid flow is presented. The method estimates the linear dynamics of a high-dimensional system which is first projected onto a subspace of a user-defined fixed rank. An iterative procedure is used to find the optimum combination of linear model and subspace that minimises the system residual error. The OMD method is shown to be a generalisation of Dynamic Mode Decomposition (DMD), in which the subspace is not optimised but rather fixed to be the Proper Orthogonal Decomposition (POD) modes. A comparison between OMD and DMD is made using both a synthetic waveform and an experimental data set. The OMD technique is shown to have lower residual errors than DMD and is shown on a synthetic waveform to provide more accurate estimates of the system eigenvalues. This new method can be used with experimental and numerical data to calculate the ``optimal'' low-order model with a user-defined rank that best captures the system dynamics of unsteady and turbulent flows.


For a PDF version and example code, click the download link on the right hand side of this page. --------------->

For a description of the underlying OMD method and algorithm, click here.

Year:

2013
Type of Publication:

(01)Article
Supervisor:



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% Autogenerated BibTeX entry
@Article { WynEtal:2013:IFA_4094,
    author={A. Wynn and D. Pearson and B. Ganapathisubramani and P.J. Goulart},
    title={{Optimal mode decomposition for unsteady flows}},
    journal={Journal of Fluid Mechanics},
    year={2013},
    volume={733},
    number={},
    pages={473--503},
    month=oct,
    url={http://control.ee.ethz.ch/index.cgi?page=publications;action=details;id=4094}
}
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