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Parallel active learning XGBoost for structural reliability analysis with application to an onshore wind turbine tower
16 references·0 citing·25 second hop
Parallel active learning XGBoost for structural reliability analysis with application to an onshore wind turbine tower (2025)Parallel active learning XGBoost for stru…Simulation and the Monte Carlo Method (2016)Simulation and the Monte Carl…LIF: A new Kriging based learning function and its application to structural reliability analysis (2016)LIF: A new Kriging based lear…Assessing small failure probabilities by AK–SS: An active learning method combining Kriging and Subset Simulation (2016)Assessing small failure proba…Metamodel-based importance sampling for structural reliability analysis (2013)Metamodel-based importance sa…A combined Importance Sampling and Kriging reliability method for small failure probabilities with time-demanding numerical models (2012)A combined Importance Samplin…AK-MCS: An active learning reliability method combining Kriging and Monte Carlo Simulation (2011)AK-MCS: An active learning re…An adaptive algorithm to build up sparse polynomial chaos expansions for stochastic finite element analysis (2009)An adaptive algorithm to buil…Efficient Global Reliability Analysis for Nonlinear Implicit Performance Functions (2008)Efficient Global Reliability …Reliability of structures in high dimensions, part I: algorithms and applications (2004)Reliability of structures in …Application of kriging method to structural reliability problems (2004)Application of kriging method…Moment methods for structural reliability (2001)Moment methods for structural…Estimation of small failure probabilities in high dimensions by subset simulation (2001)Estimation of small failure p…A fast and efficient response surface approach for structural reliability problems (1990)A fast and efficient response…Importance sampling in structural systems (1989)Importance sampling in struct…Second‐Order Reliability Approximations (1987)Second‐Order Reliability Appr…Structural reliability under combined random load sequences (1978)Structural reliability under …Exact and Invariant Second-Moment Code Format (1974)Methods of structural safety (2006)Efficient Spreadsheet Algorithm for First-Order Reliability Method (2007)Review of uncertainty-based multidisciplinary design optimization methods for aerospace vehicles (2011)Structural reliability analysis based on the concepts of entropy, fractional moment and dimensional reduction method (2013)Simulation and the Monte Carlo Method (1981)The stochastic finite element method: Past, present and future (2008)The generalization of Latin hypercube sampling (2015)Stochastic Finite Elements: A Spectral Approach (1991)Structural Reliability Methods (1996)Kriging metamodeling in simulation: A review (2007)A new look at the response surface approach for reliability analysis (1993)Response Surface Methodology (1996)On the Experimental Attainment of Optimum Conditions (1951)On the Experimental Attainment of Optimum Conditions (1992)Support vector machine in structural reliability analysis: A review (2023)The Wiener--Askey Polynomial Chaos for Stochastic Differential Equations (2002)Global sensitivity analysis using polynomial chaos expansions (2007)Reliability-based design optimization using kriging surrogates and subset simulation (2011)Designs for Computer Experiments (1989)Probability, reliability and statistical methods in engineering design (1999)DAKOTA : a multilevel parallel object-oriented framework for design optimization, parameter estimation, uncertainty quantification, and sensitivity analysis. Version 5.0, user's manual. (2010)Latin hypercube sampling and the propagation of uncertainty in analyses of complex systems (2003)A new learning function for Kriging and its applications to solve reliability problems in engineering (2015)Automobile Prices in Market Equilibrium (1995)
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References

  • 2016Simulation and the Monte Carlo Method3,356 cited
  • 2001Estimation of small failure probabilities in high dimensions by subset simulation2,419 cited
  • 1978Structural reliability under combined random load sequences2,229 cited
  • 2011AK-MCS: An active learning reliability method combining Kriging and Monte Carlo Simulation2,048 cited
  • 1990A fast and efficient response surface approach for structural reliability problems1,198 cited
  • 2008Efficient Global Reliability Analysis for Nonlinear Implicit Performance Functions1,141 cited
  • 2009An adaptive algorithm to build up sparse polynomial chaos expansions for stochastic finite element analysis834 cited
  • 2004Application of kriging method to structural reliability problems709 cited
  • 2012A combined Importance Sampling and Kriging reliability method for small failure probabilities with time-demanding numerical models692 cited
  • 2001Moment methods for structural reliability633 cited
  • 1989Importance sampling in structural systems604 cited
  • 1987Second‐Order Reliability Approximations583 cited
  • 2013Metamodel-based importance sampling for structural reliability analysis535 cited
  • 2016LIF: A new Kriging based learning function and its application to structural reliability analysis444 cited

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  • 2016Assessing small failure probabilities by AK–SS: An active learning method combining Kriging and Subset Simulation412 cited
  • 2004Reliability of structures in high dimensions, part I: algorithms and applications370 cited
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