Time-Varying Statistics Identification of Nonstationary Random Fluctuating Pressure via Orthogonal Polynomial Representation and Karhunen–Loève Expansion

IF 1.5 4区 工程技术 Q2 ENGINEERING, AEROSPACE Journal of Aerospace Engineering Pub Date : 2023-11-01 DOI:10.1061/jaeeez.aseng-4672
Shaoqing Wu, Yi Zheng, Yincen Geng
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Abstract

A novel time domain method is proposed to estimate the time-varying statistics of nonstationary random pressure load from structural strain response samples. Orthogonal polynomials and Karhunen–Loève expansion are adopted to represent the spatial distribution of the stochastic pressure load and the random structural strain data, respectively, which transform the random pressure load identification problem to a problem of estimating a few deterministic time-varying coefficients. Numerical simulation on a plate structure subjected to nonstationary random fluctuating load is conducted to validate the proposed method, and the influence of the load’s correlation length on the identification accuracy is also discussed. To show the application perspective of the proposed method, the nonstationary gust-induced random pressure load on a wing structure is reconstructed from structural strain data. Some practical aspects, such as the number of response samples, the level of noise in the strain response, the order of orthogonal polynomial used, and the regularization method used, on the performance of the load identification method are also discussed.
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基于正交多项式表示和karhunen - lo展开的非平稳随机波动压力时变统计识别
提出了一种从结构应变响应样本中估计非平稳随机压力载荷时变统计量的时域方法。采用正交多项式和karhunen - lo洛夫展开分别表示随机压力载荷和随机结构应变数据的空间分布,将随机压力载荷识别问题转化为几个确定性时变系数的估计问题。通过非平稳随机波动载荷作用下的平板结构的数值模拟,验证了该方法的有效性,并讨论了载荷相关长度对识别精度的影响。为了展示该方法的应用前景,利用结构应变数据重构了机翼结构上的非平稳阵风随机压力载荷。本文还讨论了响应样本的数目、应变响应中的噪声水平、所使用的正交多项式的阶数以及所使用的正则化方法等对载荷识别方法性能的影响。
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来源期刊
Journal of Aerospace Engineering
Journal of Aerospace Engineering 工程技术-工程:土木
CiteScore
2.90
自引率
4.20%
发文量
149
审稿时长
6.4 months
期刊介绍: The Journal of Aerospace Engineering promotes the implementation and development of space and aerospace technologies and their transfer to other civil engineering applications. Topics of interest include aerodynamics, computational fluid dynamics, wind tunnel testing of buildings and structures, aerospace structures and materials, advanced composite materials, dynamics and control, real-time data acquisition, space engineering and construction, lunar base construction, field and remote sensing, and robotics.
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