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基于混合确定性-统计方法的不确定振动声学系统响应方差预测

Response variance prediction for uncertain vibro-acoustic systems using a hybrid deterministic-statistical method.

作者信息

Langley R S, Cotoni V

机构信息

Department of Engineering, University of Cambridge, Trumpington Street, Cambridge CB2 1PZ, United Kingdom.

出版信息

J Acoust Soc Am. 2007 Dec;122(6):3445-63. doi: 10.1121/1.2799499.

Abstract

Imperfections during the manufacturing process can cause significant variations in the noise and vibration levels exhibited by nominally identical structures. Any response calculations employed during the design process should ideally take account of these uncertainties and predict the expected range in performance. Recently a hybrid method has been developed to predict the ensemble average response of a built-up system by combining a deterministic model of parts of the system with a statistical model of other components [Shorter, P. J., and Langley, R. S. (2005) J. Sound. Vib., 288, 669-700]. In this paper the method is extended to predict the ensemble variance of the response. Expressions are derived for the variance of the vibrational energies in the statistical components, and for the variance of the cross spectrum of the response of the deterministic components, which augment the mean values of these quantities predicted by the original theory. The method employs a nonparametric model of uncertainty, in the sense that the statistical components are taken to carry diffuse wave fields, and this obviates the requirement for a detailed description of the system uncertainties. The method is validated by application to a range of coupled plate structures, and good agreement with detailed Monte Carlo simulations is found.

摘要

制造过程中的缺陷会导致名义上相同的结构所表现出的噪声和振动水平出现显著差异。设计过程中使用的任何响应计算理想情况下都应考虑这些不确定性,并预测预期的性能范围。最近,一种混合方法被开发出来,通过将系统部分的确定性模型与其他组件的统计模型相结合,来预测组合系统的总体平均响应[肖特,P. J.,和兰利,R. S.(2005年)《声学与振动杂志》,288,669 - 700]。本文将该方法扩展到预测响应的总体方差。推导了统计组件中振动能量的方差表达式以及确定性组件响应的互谱方差表达式,这些表达式补充了原始理论预测的这些量的平均值。该方法采用了一种非参数不确定性模型,即统计组件被视为携带扩散波场,这消除了对系统不确定性进行详细描述的要求。通过应用于一系列耦合板结构对该方法进行了验证,并发现与详细的蒙特卡罗模拟结果吻合良好。

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