Detection of coherent structures is of crucial importance for understanding the dynamics of a fluid flow. In this regard, the recently introduced Dynamic Mode Decomposition (DMD) has raised an increasing interest in the community. It allows to efficiently determine the dominant spatial modes, and their associated growth rate and frequency in time, responsible for describing the time-evolution of an observation of the physical system at hand. However, the underlying algorithm requires uniformly sampled and time-resolved data, which may limit its usability in practical situations. Further, the computational cost associated with the DMD analysis of a large dataset is high, both in terms of central processing unit and memory. In this contribution, we present an alternative algorithm to achieve this decomposition, overcoming the above-mentioned limitations. A synthetic case, a two-dimensional restriction of an experimental flow over an open cavity, and a large-scale three-dimensional simulation, provide examples to illustrate the method.
Skip Nav Destination
Article navigation
February 2015
Research Article|
February 19 2015
A dynamic mode decomposition approach for large and arbitrarily sampled systems
Florimond Guéniat
;
Florimond Guéniat
1
LIMSI-CNRS
, 91403 Orsay Cedex, France
2
Paris Sud University
, 91400 Orsay Cedex, France
Search for other works by this author on:
Lionel Mathelin;
Lionel Mathelin
1
LIMSI-CNRS
, 91403 Orsay Cedex, France
Search for other works by this author on:
Luc R. Pastur
Luc R. Pastur
1
LIMSI-CNRS
, 91403 Orsay Cedex, France
2
Paris Sud University
, 91400 Orsay Cedex, France
Search for other works by this author on:
Physics of Fluids 27, 025113 (2015)
Article history
Received:
June 06 2014
Accepted:
February 02 2015
Citation
Florimond Guéniat, Lionel Mathelin, Luc R. Pastur; A dynamic mode decomposition approach for large and arbitrarily sampled systems. Physics of Fluids 1 February 2015; 27 (2): 025113. https://doi.org/10.1063/1.4908073
Download citation file:
Sign in
Don't already have an account? Register
Sign In
You could not be signed in. Please check your credentials and make sure you have an active account and try again.
Sign in via your Institution
Sign in via your InstitutionPay-Per-View Access
$40.00
Citing articles via
Related Content
Optical metrology for DMD™ characterization
AIP Conference Proceedings (January 2001)
A DMD based UV lithography method with improved dynamical modulation range for the fabrication of curved microstructures
AIP Advances (April 2021)
DMD-based single-pixel off-axis interferometry for wavefront reconstruction of a biological sample
Appl. Phys. Lett. (July 2023)
Fast fabrication of curved microlens array using DMD-based lithography
AIP Advances (January 2016)
A POD-DMD augmented procedure to isolating dominant flow field features in a street canyon
Physics of Fluids (February 2023)