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Uncertainty Quantification of Guided Waves Propagation for Active Sensing Structural Health Monitoring

机译:主动传感结构健康监测的导波传播不确定度量化

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Guided-wave-based acousto-ultrasound structural health monitoring (SHM) methods have attracted the interest of the SHM community as guided waves can travel long distances without significant dissipation and are capable of detecting small damage sizes of several types. However, when subject to changing environmental and operational conditions (EOC), guided-wave-based methods may give false indications of damage as they exhibit increased sensitivity to varying EOC. In order to improve the reliability and enable the large-scale applicability of these methods, and to build a robust SHM system, it is necessary to quantify the uncertainty in guided wave propagation due to changing EOC. In this paper, a rigorous investigation on the uncertainty involved in the propagation of Lamb waves due to the variation in temperature and material properties of nominally-identical structures has been performed both numerically and experimentally. A high fidelity finite element model is established to study the effect of small temperature perturbation on the S_0 and A_0 modes of Lamb waves and the associated uncertainty is quantified. Then experiments are performed under ambient laboratory temperature variations during an eleven day period. The experimental results have indicated that temperature variations as small as 0.5 °C may result variations in the amplitude of Lamb waves and affect the damage index. Then uncertainty due to the variation in material properties has been considered by taking into account the statistical Gamma distributed dependency between Young's modulus and Poisson ratio jointly and the associated variation in the damage index is also investigated.
机译:基于导波的声-超声波结构健康监测(SHM)方法吸引了SHM社区的关注,因为导波可以传播很长的距离而不会产生明显的耗散,并且能够检测多种类型的小损伤。但是,当受到变化的环境和操作条件(EOC)的影响时,基于导波的方法可能会给出错误的损坏迹象,因为它们对变化的EOC的敏感性更高。为了提高这些方法的可靠性并使其能够大规模应用,并构建鲁棒的SHM系统,有必要对由于EOC变化而导致的导波传播的不确定性进行量化。在本文中,通过数值和实验对由于温度和名义相同结构的材料特性变化而导致的兰姆波传播所涉及的不确定性进行了严格的研究。建立了高保真度有限元模型,以研究较小的温度扰动对兰姆波的S_0和A_0模式的影响,并量化了相关的不确定性。然后,在实验室环境温度变化的十一天内进行实验。实验结果表明,低至0.5°C的温度变化可能会导致Lamb波振幅变化并影响损伤指数。然后,通过综合考虑杨氏模量和泊松比之间的统计Gamma分布依赖性,考虑了由于材料特性变化而引起的不确定性,并且还研究了相关的损伤指数变化。

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