Multi-Fidelity Modeling-Based Structural Reliability Analysis with the Boundary Element Method

In this work, a method for the application of multi-fidelity modeling to the reliability analysis of 2D elastostatic structures using the boundary element method (BEM) is proposed. Reliability analyses were carried out on a rectangular plate with a center circular hole subjected to uniaxial tension using Monte Carlo simulations (MCS), the first-order reliability method (FORM), and the second-order reliability method (SORM). Two BEM models were investigated, a low-fidelity model (LFM) of 20 elements and a high-fidelity model (HFM) of 100 elements. The response of these models at several design points was used to create multi-fidelity models (MFMs) utilizing second-order polynomial response surfaces and their reliability, alongside that of the LFM and the HFM, was evaluated. Results show that the MFMs that directly called the LFM were significantly superior in terms of accuracy to the LFM, achieving very similar levels of accuracy to the HFM, while also being of similar computational cost to the LFM. These ...

[1]  C. Su,et al.  Reliability analysis of Reissner plate bending problems by stochastic spline fictitious boundary element method , 2015 .

[2]  Byung Man Kwak,et al.  Reliability-based shape optimization of two-dimensional elastic problems using BEM , 1996 .

[3]  Wei Zhao,et al.  Application of Cokriging Technique to Structural Reliability Analysis , 2011, 2011 International Conference on Future Computer Sciences and Application.

[4]  R. Rackwitz,et al.  Structural reliability under combined random load sequences , 1978 .

[5]  P Perdikaris,et al.  Multi-fidelity modelling via recursive co-kriging and Gaussian–Markov random fields , 2015, Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[6]  Raphael T. Haftka,et al.  Multi-fidelity design of stiffened composite panel with a crack , 2002 .

[7]  Lei Yu,et al.  A response surface approach to fatigue reliability of ship structures , 2009 .

[8]  Timothy W. Simpson,et al.  Design and Analysis of Computer Experiments in Multidisciplinary Design Optimization: A Review of How Far We Have Come - Or Not , 2008 .

[9]  Ouk Sub Lee,et al.  Reliability of Fatigue Damaged Structure Using FORM, SORM and Fatigue Model , 2007, World Congress on Engineering.

[10]  M. H. Aliabadi,et al.  Probabilistic fracture mechanics by the boundary element method , 2011 .

[11]  Bryan Glaz,et al.  Application of a Weighted Average Surrogate Approach to Helicopter Rotor Blade Vibration Reduction , 2007 .

[12]  F. Aliabadi,et al.  A Boundary Element Method for Structural Reliability , 2014 .

[13]  R. Rackwitz Reliability analysis—a review and some perspectives , 2001 .

[14]  Guangyao Li,et al.  Multi-fidelity optimization for sheet metal forming process , 2011 .

[15]  K. Breitung Asymptotic approximations for multinormal integrals , 1984 .

[16]  Alexander I. J. Forrester,et al.  Multi-fidelity optimization via surrogate modelling , 2007, Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[17]  Edson Denner Leonel,et al.  Probabilistic fatigue crack growth using BEM and reliability algorithms , 2011 .

[18]  M. Aliabadi,et al.  The Boundary Element Method , 2002 .

[19]  Haitao Ma,et al.  Reliability analysis of plane elasticity problems by stochastic spline fictitious boundary element method , 2012 .

[20]  Siuli Mukhopadhyay,et al.  Response surface methodology , 2010 .