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.File | Dimensione | Formato | |
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