Probabilistic analysis of concrete cracking using stochastic finite element methods: application to nuclear containment buildings at early age

In the case of quasi-homogeneously applied tensile loads, the intrinsic scattering of concrete properties leads to spatially random strain localization, crack initiation and propagation. The modelling of such spatial randomness, in the case of Equivalent-Homogeneous-Material Finite Elements based ap...

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Published inMaterials and structures Vol. 53; no. 4
Main Authors Bouhjiti, D. E.-M., Baroth, J., Dufour, F., Briffaut, M., Masson, B.
Format Journal Article
LanguageEnglish
Published Dordrecht Springer Netherlands 01.08.2020
Springer Nature B.V
Springer Verlag
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Online AccessGet full text
ISSN1359-5997
1871-6873
DOI10.1617/s11527-020-01519-3

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Abstract In the case of quasi-homogeneously applied tensile loads, the intrinsic scattering of concrete properties leads to spatially random strain localization, crack initiation and propagation. The modelling of such spatial randomness, in the case of Equivalent-Homogeneous-Material Finite Elements based approaches, can be achieved thanks to the use of Random Fields. However, when aiming at probabilistic analyses, numerous realizations are required which induces a hefty computational time and restricts their applicability to the modelling of large concrete structures. In this contribution, an original probabilistic coupling strategy is provided based on non-intrusive Stochastic Finite Elements Methods. It consists of defining an explicit Surface Response of the cracking patterns expressed in terms of the most influential inputs using an Adaptive Surface Response Method combined to a Polynomial Chaos Expansion Method. Direct Monte Carlo Method is then applied—to the explicit Surface Response of the cracking patterns—to achieve Global Sensitivity Analysis, Uncertainties Quantification and probabilistic modelling at a reasonable cost. The defined strategy is validated based on a Representative Structural Volume of a 1:3 scaled experimental Containment Building at early age using a weakly coupled thermo-mechanical model. As a result, the study quantifies the effect of the most influential parameters (the Young’s modulus—the tensile strength—the coefficients of thermal expansion and autogenous shrinkages) on concrete cracking at early age and provides accurate numerical prediction of the cracking patterns (cracks’ number, opening and spacing values) observed on site and their frequencies.
AbstractList In the case of quasi-homogeneously applied tensile loads, the intrinsic scattering of concrete properties leads to spatially random strain localization, crack initiation and propagation. The modelling of such spatial randomness, in the case of Equivalent-Homogeneous-Material Finite Elements based approaches, can be achieved thanks to the use of Random Fields. However, when aiming at probabilistic analyses, numerous realizations are required which induces a hefty computational time and restricts their applicability to the modelling of large concrete structures. In this contribution, an original probabilistic coupling strategy is provided based on non-intrusive Stochastic Finite Elements Methods. It consists of defining an explicit Surface Response of the cracking patterns expressed in terms of the most influential inputs using an Adaptive Surface Response Method combined to a Polynomial Chaos Expansion Method. Direct Monte Carlo Method is then applied—to the explicit Surface Response of the cracking patterns—to achieve Global Sensitivity Analysis, Uncertainties Quantification and probabilistic modelling at a reasonable cost. The defined strategy is validated based on a Representative Structural Volume of a 1:3 scaled experimental Containment Building at early age using a weakly coupled thermo-mechanical model. As a result, the study quantifies the effect of the most influential parameters (the Young’s modulus—the tensile strength—the coefficients of thermal expansion and autogenous shrinkages) on concrete cracking at early age and provides accurate numerical prediction of the cracking patterns (cracks’ number, opening and spacing values) observed on site and their frequencies.
ArticleNumber 93
Author Dufour, F.
Briffaut, M.
Masson, B.
Bouhjiti, D. E.-M.
Baroth, J.
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  organization: Grenoble INP Partnership Foundation – Industrial Chair PERENITI, CNRS, Grenoble INP Institute of Engineering University of Grenoble Alpes, 3SR, Currently in Egis Industries
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  givenname: F.
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  surname: Masson
  fullname: Masson, B.
  organization: Electricité De France (EDF-SEPTEN)
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Issue 4
Keywords Non-intrusive stochastic finite elements method
Surface response method
Monte Carlo
Containment buildings
Polynomial chaos expansion
Early age
Concrete cracking
Language English
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Snippet In the case of quasi-homogeneously applied tensile loads, the intrinsic scattering of concrete properties leads to spatially random strain localization, crack...
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SubjectTerms Age
Building construction
Building Materials
Civil Engineering
Computer simulation
Computing time
Concrete
Concrete structures
Containment
Containment vessels
Cost analysis
Crack initiation
Crack propagation
Cracks
Engineering
Engineering Sciences
Fields (mathematics)
Finite element method
Machines
Manufacturing
Materials Science
Modulus of elasticity
Monte Carlo simulation
Numerical prediction
Original Article
Polynomials
Probabilistic analysis
Probability theory
Processes
Randomness
Sensitivity analysis
Solid Mechanics
Stochastic processes
Tensile strength
Tensile stress
Theoretical and Applied Mechanics
Thermal expansion
Title Probabilistic analysis of concrete cracking using stochastic finite element methods: application to nuclear containment buildings at early age
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