2020
DOI: 10.1016/j.measurement.2019.107271
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Quantitative diagnosis method of beam defects based on laser Doppler non-contact random vibration measurement

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Cited by 15 publications
(4 citation statements)
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“…Liarakos et al [8] applied laser scanner vibrometry to map structural damages in concrete specimens and evidenced discontinuities in the velocity signal linked to the presence of cracks. Zhao et al [9] combined vibration measurements and a convolutional neural network (CNN) to identify defects on a beam; this procedure could potentially be employed for real-time diagnosis. Also Muramatsu et al [10] used a CNN to detect cracks through the analysis of vibration data acquired by means of LDV, achieving an accuracy higher than 90% but also highlighting that experimental data are more hard to interpret with respect to those obtained through numerical simulations on finite element method (FEM) models.…”
Section: Introductionmentioning
confidence: 99%
“…Liarakos et al [8] applied laser scanner vibrometry to map structural damages in concrete specimens and evidenced discontinuities in the velocity signal linked to the presence of cracks. Zhao et al [9] combined vibration measurements and a convolutional neural network (CNN) to identify defects on a beam; this procedure could potentially be employed for real-time diagnosis. Also Muramatsu et al [10] used a CNN to detect cracks through the analysis of vibration data acquired by means of LDV, achieving an accuracy higher than 90% but also highlighting that experimental data are more hard to interpret with respect to those obtained through numerical simulations on finite element method (FEM) models.…”
Section: Introductionmentioning
confidence: 99%
“…Zhao et al. 52 presented a method based on laser Doppler to obtain the vibration time-domain signal of cantilevers, and adopted fast Fourier, continuous wavelet transform, and convolutional neural network methods to identify defects. Based on the experimental results, the average accuracy is 90.6%.…”
Section: Introductionmentioning
confidence: 99%
“…Many researchers choose to use this optic sensors and data acquisition systems (Polytech or KEYENCE) to measure the vibration amplitude. However, the optical method is unsuitable for collecting vibration samples in real time in harsh working environment, as well as in a confined space, such as in water, fog, smog and tool tip when engaged with the material [18]. Moreover, this expensive testing method has a limited access in industrial application.…”
Section: Introductionmentioning
confidence: 99%