Reliability analysis of the stress intensity factor using multilevel Monte Carlo methods

Publikation: Beitrag in FachzeitschriftArtikelForschungPeer-Review

Autoren

  • Khader M. Hamdia
  • Hamid Ghasemi

Organisationseinheiten

Externe Organisationen

  • Arak University of Technology
  • Ministry of Science, Research and Technology Islamic Republic of Iran (MRST)
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Details

OriginalspracheEnglisch
Aufsatznummer103497
FachzeitschriftProbabilistic Engineering Mechanics
Jahrgang74
Frühes Online-Datum7 Aug. 2023
PublikationsstatusVeröffentlicht - Okt. 2023

Abstract

This paper presents a reliability analysis for fracture toughness using a multilevel refinement on a hierarchy of computational models. A 2D finite element model discretized by quadrilateral elements is developed to analyze the stress intensity with the presence of an initial edge crack. The multilevel simulations are obtained considering a non-uniform sequence of mesh refinement in the vicinity of the crack tip. We set the probabilistic problem accounting for applied stress and crack size uncertainties. We analyze several error tolerances using the standard and multilevel Monte Carlo methods combined with the selective refinement procedure. The probability of failure is estimated by expanding it in a telescoping sum of an initial approximation at the coarsest mesh and a series of incremental corrections between the subsequent levels. In our analysis, we take on two common fracture problems; a single-edge notched tension to investigate the pure mode-I and an asymmetric four-points bending to consider the mixed mode-I/II. The results show significant savings in the computation cost.

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Reliability analysis of the stress intensity factor using multilevel Monte Carlo methods. / Hamdia, Khader M.; Ghasemi, Hamid.
in: Probabilistic Engineering Mechanics, Jahrgang 74, 103497, 10.2023.

Publikation: Beitrag in FachzeitschriftArtikelForschungPeer-Review

Hamdia KM, Ghasemi H. Reliability analysis of the stress intensity factor using multilevel Monte Carlo methods. Probabilistic Engineering Mechanics. 2023 Okt;74:103497. Epub 2023 Aug 7. doi: 10.1016/j.probengmech.2023.103497
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abstract = "This paper presents a reliability analysis for fracture toughness using a multilevel refinement on a hierarchy of computational models. A 2D finite element model discretized by quadrilateral elements is developed to analyze the stress intensity with the presence of an initial edge crack. The multilevel simulations are obtained considering a non-uniform sequence of mesh refinement in the vicinity of the crack tip. We set the probabilistic problem accounting for applied stress and crack size uncertainties. We analyze several error tolerances using the standard and multilevel Monte Carlo methods combined with the selective refinement procedure. The probability of failure is estimated by expanding it in a telescoping sum of an initial approximation at the coarsest mesh and a series of incremental corrections between the subsequent levels. In our analysis, we take on two common fracture problems; a single-edge notched tension to investigate the pure mode-I and an asymmetric four-points bending to consider the mixed mode-I/II. The results show significant savings in the computation cost.",
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AU - Ghasemi, Hamid

N1 - Funding Information: Khader M. Hamdia, thanks the support of Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) - Projektnummer 492535144. Hamid Ghasemi thanks the support provided by the Center for International Scientific Studies & Collaborations (CISSC), Ministry of Science, Research and Technology of Iran .

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N2 - This paper presents a reliability analysis for fracture toughness using a multilevel refinement on a hierarchy of computational models. A 2D finite element model discretized by quadrilateral elements is developed to analyze the stress intensity with the presence of an initial edge crack. The multilevel simulations are obtained considering a non-uniform sequence of mesh refinement in the vicinity of the crack tip. We set the probabilistic problem accounting for applied stress and crack size uncertainties. We analyze several error tolerances using the standard and multilevel Monte Carlo methods combined with the selective refinement procedure. The probability of failure is estimated by expanding it in a telescoping sum of an initial approximation at the coarsest mesh and a series of incremental corrections between the subsequent levels. In our analysis, we take on two common fracture problems; a single-edge notched tension to investigate the pure mode-I and an asymmetric four-points bending to consider the mixed mode-I/II. The results show significant savings in the computation cost.

AB - This paper presents a reliability analysis for fracture toughness using a multilevel refinement on a hierarchy of computational models. A 2D finite element model discretized by quadrilateral elements is developed to analyze the stress intensity with the presence of an initial edge crack. The multilevel simulations are obtained considering a non-uniform sequence of mesh refinement in the vicinity of the crack tip. We set the probabilistic problem accounting for applied stress and crack size uncertainties. We analyze several error tolerances using the standard and multilevel Monte Carlo methods combined with the selective refinement procedure. The probability of failure is estimated by expanding it in a telescoping sum of an initial approximation at the coarsest mesh and a series of incremental corrections between the subsequent levels. In our analysis, we take on two common fracture problems; a single-edge notched tension to investigate the pure mode-I and an asymmetric four-points bending to consider the mixed mode-I/II. The results show significant savings in the computation cost.

KW - Fracture mechanics

KW - Multilevel Monte Carlo

KW - Probability of failure

KW - Reliability analysis

KW - Stress intensity factor

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