Preprint has been published in a journal as an article
DOI of the published article https://doi.org/10.1016/j.mechrescom.2022.103848
Preprint / Version 1

Note on the Use of Dynamic Mode Decomposition in Mechanics

##article.authors##

  • Hari Manoj Simha University of Guelph
  • M Biglarbegian

DOI:

https://doi.org/10.31224/3155

Keywords:

Reduced-Order Model, Data-driven, Dynamic Mode Decomposition, Solid Mechanics

Abstract

We advocate for the use of Dynamic Mode Decomposition (DMD) in mechanics. Snapshots of the temperature or displacement fields are obtained; and the DMD algorithm, which, remarkably, requires a few lines of code, is applied to matrices obtained by time shifting the snapshots. Only the higher-order modes are retained to obtain a lower-rank matrix and used for analysis. We show that DMD can be used to: predict temperature fields during transient heat conduction, estimate natural frequency of a linear elastic structure; identify the onset of plasticity in an elastic–plastic plate with a hole; and obtain a reduced-order model that describes the large deformation of a non-linear elastic structure.

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Posted

2023-08-04