In the last decades, a huge effort has been dedicated to the development of vibration-based techniques for damage detection. In this article, an algorithm based on the wavelet packet transform and the Karhunen–Loe´ve transform is analysed to perform a pattern recognition application for the structural health monitoring purpose. In this article, the wavelet packet transform is used to decompose the signals coming from an accelerometer on a vibrating composite beam. The configuration of the beam has been changed and the wavelet packet transform was tested as a feature extraction tool. Then the Karhunen–Loe´ve transform was applied to the data to classify the different patterns and to test its capability of pattern recognition.

Use of the wavelet packet transform for pattern recognition in a structural health monitoring application / Facchini, Gianluca; Bernardini, Luca; Atek, Sofiane; Gaudenzi, Paolo. - In: JOURNAL OF INTELLIGENT MATERIAL SYSTEMS AND STRUCTURES. - ISSN 1045-389X. - 26:12(2015), pp. 1513-1529. [10.1177/1045389X14544146]

Use of the wavelet packet transform for pattern recognition in a structural health monitoring application

FACCHINI, GIANLUCA
;
ATEK, SOFIANE;GAUDENZI, Paolo
2015

Abstract

In the last decades, a huge effort has been dedicated to the development of vibration-based techniques for damage detection. In this article, an algorithm based on the wavelet packet transform and the Karhunen–Loe´ve transform is analysed to perform a pattern recognition application for the structural health monitoring purpose. In this article, the wavelet packet transform is used to decompose the signals coming from an accelerometer on a vibrating composite beam. The configuration of the beam has been changed and the wavelet packet transform was tested as a feature extraction tool. Then the Karhunen–Loe´ve transform was applied to the data to classify the different patterns and to test its capability of pattern recognition.
2015
karhunen-loéve transform; pattern recognition; structural health monitoring; wavelet packet transform; materials science (all); mechanical engineering
01 Pubblicazione su rivista::01a Articolo in rivista
Use of the wavelet packet transform for pattern recognition in a structural health monitoring application / Facchini, Gianluca; Bernardini, Luca; Atek, Sofiane; Gaudenzi, Paolo. - In: JOURNAL OF INTELLIGENT MATERIAL SYSTEMS AND STRUCTURES. - ISSN 1045-389X. - 26:12(2015), pp. 1513-1529. [10.1177/1045389X14544146]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/972519
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