Imprecise random field analysis for non-linear concrete damage analysis

被引:14
作者
Dannert, Mona M. [1 ]
Faes, Matthias G. R. [2 ]
Fleury, Rodolfo M. N. [1 ]
Fau, Amelie [3 ]
Nackenhorst, Udo [1 ]
Moens, David [2 ]
机构
[1] Leibniz Univ Hannover, Inst Mech & Computat Mech, Hannover, Germany
[2] Katholieke Univ Leuven, Dept Mech Engn, Technol Campus Nayer,St Katelijne Waver, Leuven, Belgium
[3] Univ Paris Saclay, LMT Lab Mecan & Technol, CNRS, ENS Paris Saclay, Paris, France
关键词
Uncertainty quantification; Imprecise random fields; Interval valued correlation length; Karhunen-Loeve expansion; Non-linear stochastic finite element method; Probability box approach; STRUCTURAL RELIABILITY; FAILURE PROBABILITIES; UNCERTAINTY; SIMULATION; QUANTIFICATION; EXPANSION;
D O I
10.1016/j.ymssp.2020.107343
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
Imprecise random fields consider both, aleatory and epistemic uncertainties. In this paper, spatially varying material parameters representing the constitutive parameters of a dam-age model for concrete are defined as imprecise random fields by assuming an interval valued correlation length. For each correlation length value, the corresponding random field is discretized by Karhunen-Loeve expansion. In a first study, the effect of the series truncation is discussed as well as the resulting variance error on the probability box (p-box) that represents uncertainty on the damage in a concrete beam as a result of the imprecise random field. It is shown that a certain awareness for the influence of the truncation order on the local field variance is needed when the series is truncated according to a fixed mean variance error. In the following case study, the main investigation is on the propagation of imprecise random fields in the context of non-linear finite element problems, i.e. quasi brittle damage of a four-point bended concrete beam. The global and local damage as the quantities of interest are described by a p-box. The influence of several imprecise random field input parameters to the resulting p-boxes is studied. Furthermore, it is examined whether correlation length values located within the interval, so-called intermediate values, affect the p-box bounds. It is shown that, from the engineering point of view, a pure vertex analysis of the correlation length intervals is sufficient to determine the p-box in this context. (C) 2020 Elsevier Ltd. All rights reserved.
引用
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页数:22
相关论文
共 47 条
[1]   Estimation of small failure probabilities in high dimensions by subset simulation [J].
Au, SK ;
Beck, JL .
PROBABILISTIC ENGINEERING MECHANICS, 2001, 16 (04) :263-277
[2]   Interval or moments: which carry more information? [J].
Beer, Michael ;
Kreinovich, Vladik .
SOFT COMPUTING, 2013, 17 (08) :1319-1327
[3]   Imprecise probabilities in engineering analyses [J].
Beer, Michael ;
Ferson, Scott ;
Kreinovich, Vladik .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2013, 37 (1-2) :4-29
[4]   Reliability analysis with scarce information: Comparing alternative approaches in a geotechnical engineering context [J].
Beer, Michael ;
Zhang, Yi ;
Quek, Ser Tong ;
Phoon, Kok Kwang .
STRUCTURAL SAFETY, 2013, 41 :1-10
[5]   Numerical methods for the discretization of random fields by means of the Karhunen-Loeve expansion [J].
Betz, Wolfgang ;
Papaioannou, Iason ;
Straub, Daniel .
COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2014, 271 :109-129
[6]   The need for linking micromechanics of materials with stochastic finite elements:: A challenge for materials science [J].
Charmpis, D. C. ;
Schueeller, G. I. ;
Pellissetti, M. F. .
COMPUTATIONAL MATERIALS SCIENCE, 2007, 41 (01) :27-37
[7]   Impact of Autocorrelation Function Model on the Probability of Failure [J].
Ching, Jianye ;
Phoon, Kok-Kwang .
JOURNAL OF ENGINEERING MECHANICS, 2019, 145 (01)
[8]  
Dannert Mona M., 2018, Proceedings in Applied Mathematics and Mechanics, V18, DOI 10.1002/pamm.201800114
[9]  
Dannert M.M., 2019, P 29 EUR SAF REL C E, P2693, DOI [10.3850/978-981-11-2724-3_0286-cd, DOI 10.3850/978-981-11-2724-3_0286-CD]
[10]   Modeling microdefects closure effect with isotropic/anisotropic damage [J].
Desmorat, R. ;
Cantournet, S. .
INTERNATIONAL JOURNAL OF DAMAGE MECHANICS, 2008, 17 (01) :65-96