Statements (36)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
dimensionality reduction method
data analysis technique |
| gptkbp:application |
forecasting
system diagnostics model reduction extracting coherent structures |
| gptkbp:citation |
Schmid, P. J. (2010). Dynamic mode decomposition of numerical and experimental data. Journal of Fluid Mechanics, 656, 5-28.
|
| gptkbp:developedBy |
Peter J. Schmid
|
| gptkbp:firstPublished |
2010
|
| gptkbp:form |
linear algebra
matrix factorization eigen decomposition |
| https://www.w3.org/2000/01/rdf-schema#label |
Dynamic Mode Decomposition
|
| gptkbp:input |
time-resolved data
|
| gptkbp:openSource |
Matlab DMD Toolbox
PyDMD DMDTools |
| gptkbp:output |
eigenvalues
mode amplitudes spatiotemporal modes |
| gptkbp:relatedTo |
gptkb:Singular_Value_Decomposition
gptkb:Koopman_operator_theory Principal Component Analysis Proper Orthogonal Decomposition |
| gptkbp:usedIn |
computational physics
control theory fluid dynamics time series analysis video processing system identification |
| gptkbp:variant |
Extended Dynamic Mode Decomposition
Multiresolution Dynamic Mode Decomposition Optimized Dynamic Mode Decomposition Sparse Dynamic Mode Decomposition |
| gptkbp:bfsParent |
gptkb:Dr._Greg_Brunton
|
| gptkbp:bfsLayer |
8
|