2018
DOI: 10.3390/s18051603
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Effective Crack Detection in Railway Axles Using Vibration Signals and WPT Energy

Abstract: Crack detection for railway axles is key to avoiding catastrophic accidents. Currently, non-destructive testing is used for that purpose. The present work applies vibration signal analysis to diagnose cracks in real railway axles installed on a real Y21 bogie working on a rig. Vibration signals were obtained from two wheelsets with cracks at the middle section of the axle with depths from 5.7 to 15 mm, at several conditions of load and speed. Vibration signals were processed by means of wavelet packet transfor… Show more

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Cited by 28 publications
(30 citation statements)
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(25 reference statements)
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“…Hay et al [71] applied an acoustic emission technique to monitor the connection parts of a bridge. In recent years, there is an emphasis on the monitoring of various structures in real time, and many innovative algorithms [72][73][74][75][76][77][78][79], sensors [14,80,81], and systems [82][83][84][85][86] have been developed for such a purpose. An AE sensor is normally small, and it can be easily attached to the host structure for real-time monitoring in a nondestructive way [81,[87][88][89][90].…”
Section: Introductionmentioning
confidence: 99%
“…Hay et al [71] applied an acoustic emission technique to monitor the connection parts of a bridge. In recent years, there is an emphasis on the monitoring of various structures in real time, and many innovative algorithms [72][73][74][75][76][77][78][79], sensors [14,80,81], and systems [82][83][84][85][86] have been developed for such a purpose. An AE sensor is normally small, and it can be easily attached to the host structure for real-time monitoring in a nondestructive way [81,[87][88][89][90].…”
Section: Introductionmentioning
confidence: 99%
“…The piezoelectric effect is generated by continuously increasing and decreasing the pressure on the laminate, leading to a constant variation of the energy generated by the sensors. Furthermore, in the literature mostly large heavy objects [ 32 , 33 , 37 , 41 , 46 ] have been investigated, while this study uses small lightweight components. Consequently, the damage index has to be interpreted differently.…”
Section: Discussionmentioning
confidence: 99%
“…However, most state-of-the-art methods use the wavelet packet-based energy index [ 33 , 34 , 35 ] for various applications like monitoring timber connection [ 36 ], railway axles [ 37 ] or wood utility poles [ 38 ] and for fibre-reinforced laminated composites [ 39 , 40 ]. In addition, Song et al describes a damage index representing the proportion of transmission energy losses caused by damages based on continuous wavelet transform (CWT), which has been successfully applied to bridge bent-caps as an indicator of the health state [ 32 ].…”
Section: Methodsmentioning
confidence: 99%
“…The WPEI defined by Equation (3) has been applied to evaluating the structural health condition in concrete structures [56] and other applications [57][58][59][60]. In this study, the total energy of received signal by S2 can be characterized through the WPEI.…”
Section: Wavelet-packet-based Energy Indexmentioning
confidence: 99%