On Propagation of Material Property Uncertainty through Signal Energy-Based Acoustic Source Localization in an Orthotropic Plate

IF 2 Q2 ENGINEERING, MULTIDISCIPLINARY
Novonil Sen
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Abstract

A framework for quantifying the uncertainty propagating through the signal energy-based acoustic source localization approach in an orthotropic plate under an uncertainty in the properties of the plate material is presented. Seven mechanical properties of an orthotropic plate material, namely, density and six elastic constants, are considered as lognormally distributed and mutually independent random variables with a fixed coefficient of variation for all seven random variables. Their means are considered such that the ‘mean’ plate exhibits a strong anisotropy. Using Latin Hypercube Sampling, several design points in lognormal spaces of these random variables are selected. For each design point, an acoustic event is simulated in the corresponding plate using finite element analyses. The signal energy-based approach is applied to localize the acoustic source for each design point. The localization error for each design point is taken as the ‘response’, and a regression kriging metamodel is constructed through these response values at the design points. Monte Carlo points are selected in lognormal spaces of the random variables, and the response values at these Monte Carlo points are estimated using the regression kriging metamodel. The distribution parameters of the so obtained response values are computed. Finally, a global sensitivity analysis of the random variables is carried out by computing the Sobol' indices.
基于信号能量的声源定位在正交各向异性板中传播材料特性不确定性的研究
提出了在正交各向异性板材料性质不确定的情况下,用基于信号能量的声源定位方法对传播的不确定性进行量化的框架。将正交各向异性板材料的7个力学性能,即密度和6个弹性常数,视为对数正态分布且相互独立的随机变量,7个随机变量的变异系数都是固定的。它们的平均值被认为是这样的,“平均值”板表现出很强的各向异性。利用拉丁超立方抽样,在这些随机变量的对数正态空间中选择几个设计点。对于每个设计点,使用有限元分析模拟相应板中的声学事件。采用基于信号能量的方法对每个设计点的声源进行定位。将每个设计点的定位误差作为“响应”,并通过这些设计点的响应值构建回归克里格元模型。在随机变量的对数正态空间中选择蒙特卡罗点,并使用回归克里格元模型估计这些蒙特卡罗点的响应值。计算了得到的响应值的分布参数。最后,通过计算Sobol指数对随机变量进行全局敏感性分析。
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来源期刊
CiteScore
3.80
自引率
9.10%
发文量
25
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