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Study of the vibration pattern synthesis in structures using Dynamic Mode Decomposition (DMD)

Authors: Maeso Bravo, Claudia Sofia;

Study of the vibration pattern synthesis in structures using Dynamic Mode Decomposition (DMD)

Abstract

The present thesis addresses the use of Dynamic Mode Decomposition (DMD) for the analysis of vibration patterns in structures, particularly in a cantilever beam. Using a Finite Element Method (FEM) model, synthetic data of the beam response is generated for three different cases: harmonic response, free response and impact response. The generated data is processed with DMD and the output is compared with the original signal, in order to check the ability of DMD in reconstructing said signals. The employed FEM model has been validated experimentally, and proven to be correct for lower frequencies. The last part of this study handles the optimal sensor placement for the impact response case, where the optimal positions for the sensors (in order to perform an accurate reconstruction of the signal) are studied with QR pivoting. The results showed that DMD is not able to interpret a decay in the signal if only one of the main kinematic variables (displacement, velocity and acceleration) is given. In addition, the modes in DMD behave similarly to the normal modes in traditional mechanics, where those with lower eigenvalues are associated to lower oscillation frequencies and longer decay times, and viceversa. It has also been found that the acceleration of the beam in the third case can be reproduced with just 4 sensors. Further work should be carried out in order to include the physical link between acceleration and velocity signals when employing the optimization algorithm that looks for the optimal positions for the sensors.

Country
Spain
Keywords

Elements finits, Optimization, Finite element method, Mètode dels, Elements finits, Mètode dels, Structure, Bigues--Vibració, Beam, Girders--Vibració, 530, Vibration, Dinàmica estructural, Àrees temàtiques de la UPC::Enginyeria mecànica::Mecànica::Vibracions mecàniques, DMD, Structural dynamics, Sensor

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selected citations
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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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