Multiresolution Analysis for Stochastic Finite Element Problems with Wavelet-Based Karhunen-Loeve Expansion

被引:7
|
作者
Proppe, Carsten [1 ]
机构
[1] KIT, Inst Engn Mech, D-76131 Karlsruhe, Germany
关键词
PARTIAL-DIFFERENTIAL-EQUATIONS; NONLINEAR MECHANICAL PROBLEMS; UNCERTAINTY PROPAGATION; POLYNOMIAL CHAOS; RELIABILITY;
D O I
10.1155/2012/215109
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Multiresolution analysis for problems involving random parameter fields is considered. The random field is discretized by a Karhunen-Loeve expansion. The eigenfunctions involved in this representation are computed by a wavelet expansion. The wavelet expansion allows to control the spatial resolution of the problem. Fine and coarse scales are defined, and the fine scales are taken into account by projection operators. The influence of the truncation level for the wavelet expansion on the computed reliability is documented.
引用
收藏
页数:15
相关论文
共 50 条
  • [1] Stochastic finite element method based on point estimate and Karhunen-Loeve expansion
    Liu, Xiang
    Jiang, Lizhong
    Xiang, Ping
    Zhou, Wangbao
    Lai, Zhipeng
    Feng, Yulin
    ARCHIVE OF APPLIED MECHANICS, 2021, 91 (04) : 1257 - 1271
  • [2] A fast wavelet-based Karhunen-Loeve transform
    Greenshields, IR
    Rosiene, JA
    PATTERN RECOGNITION, 1998, 31 (07) : 839 - 845
  • [3] A new computational scheme for structural static stochastic analysis based on Karhunen-Loeve expansion and modified perturbation stochastic finite element method
    Shao, Zhanjun
    Li, Xiumei
    Xiang, Ping
    COMPUTATIONAL MECHANICS, 2023, 71 (05) : 917 - 933
  • [4] Using wavelet transform to estimate the eigenfunctions of Karhunen-Loeve expansion
    Qu, YY
    Zheng, NN
    Li, CH
    WAVELET ANALYSIS AND ITS APPLICATIONS, AND ACTIVE MEDIA TECHNOLOGY, VOLS 1 AND 2, 2004, : 39 - 44
  • [5] Probabilistic failure analysis of quasi-isotropic CFRP structures utilizing the stochastic finite element and the Karhunen-Loeve expansion methods
    Nastos, Christos
    Zarouchas, Dimitrios
    COMPOSITES PART B-ENGINEERING, 2022, 235
  • [6] Karhunen-Loeve expansion for multi-correlated stochastic processes
    Cho, H.
    Venturi, D.
    Karniadakis, G. E.
    PROBABILISTIC ENGINEERING MECHANICS, 2013, 34 : 157 - 167
  • [7] Dimension reduction of Karhunen-Loeve expansion for simulation of stochastic processes
    Liu, Zhangjun
    Liu, Zixin
    Peng, Yongbo
    JOURNAL OF SOUND AND VIBRATION, 2017, 408 : 168 - 189
  • [8] Differentiation of the modified approximative Karhunen-Loeve expansion of a stochastic process
    Ruiz-Molina, JC
    Navarro, J
    Valderrama, MJ
    STATISTICS & PROBABILITY LETTERS, 1999, 42 (01) : 91 - 98
  • [9] The stochastic finite element method using the non-Gaussian Karhunen-Loeve decomposition
    Schevenels, M.
    Lombaert, G.
    Degrande, G.
    Structural Dynamics - EURODYN 2005, Vols 1-3, 2005, : 865 - 870
  • [10] Modeling of spatial permittivity variations using Karhunen-Loeve expansion for stochastic electromagnetic problems
    Gladwin, Kurupasseril Tomy Jos
    Vinoy, Kalarickaparambil Joseph
    INTERNATIONAL JOURNAL OF RF AND MICROWAVE COMPUTER-AIDED ENGINEERING, 2022, 32 (09)