Determination of Dynamic Characteristics of Lattice Structure Using Dynamic Mode Decomposition
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Publication Details
Author list: Savoeurn, Nary; Janya-Anurak, Chettapong; Uthaisangsuk, Vitoon
Publisher: American Society of Mechanical Engineers
Publication year: 2024
Journal: Journal of Applied Mechanics (0021-8936)
Volume number: 91
Issue number: 7
ISSN: 0021-8936
eISSN: 1528-9036
Languages: English-Great Britain (EN-GB)
Abstract
In this work, dynamic mode decomposition (DMD) was applied as an algorithm for determining the natural frequency and damping ratio of viscoelastic lattice structures. The algorithm has been developed based on the Hankel alternative view of Koopman (HAVOK) and DMD . In general, the Hankel matrix is based on time-delay embedding, which is meant for the hidden variable in a time-series data. Vibration properties of a system could be then estimated from the eigenvalues of the approximated Koopman operator. Results of the proposed algorithm were firstly validated with those of the traditional discrete Fourier transform (DFT) approach and half-power bandwidth (HPBW) by using an analytical dataset of multi-modal spring-mass-damper system. Afterward, the algorithm was further used to analyze dynamic responses of viscoelastic lattice structures, in which data from both experimental and numerical finite element (FE) model were considered. It was found that the DMD-based algorithm could accurately estimate the natural frequencies and damping ratios of the examined structures. In particular, it is beneficial to any dataset with limited amounts of data, whereby experiments or data gathering processes are expensive. Copyright © 2024 by ASME.
Keywords
DMD, HAVOK, time-delay embedding
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