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Structural Reliability Assessment by Integrating Sensitivity Analysis and Support Vector Machine
16 references·2 citing·40 second hop
Structural Reliability Assessment by Integrating Sensitivity Analysis and Support Vector Machine (2014)Structural Reliability Assessment by Inte…Reliability analysis using radial basis function networks and support vector machines (2010)Reliability analysis using ra…A new derivative based importance criterion for groups of variables and its link with the global sensitivity indices (2010)A new derivative based import…Application of Least Squares Support Vector Machine for Regression to Reliability Analysis (2009)Application of Least Squares …An effective algorithm for computing global sensitivity indices (EASI) (2009)An effective algorithm for co…Limit state function identification using Support Vector Machines for discontinuous responses and disjoint failure domains (2007)Limit state function identifi…Estimating the approximation error when fixing unessential factors in global sensitivity analysis (2006)Estimating the approximation …Theorems and examples on high dimensional model representation (2003)Theorems and examples on high…Latin hypercube sampling and the propagation of uncertainty in analyses of complex systems (2003)Latin hypercube sampling and …Comparison of response surface and neural network with other methods for structural reliability analysis (2003)Comparison of response surfac…Classification Approach for Reliability Analysis with Stochastic Finite-Element Modeling (2003)Classification Approach for R…An examination of methods for approximating implicit limit state functions from the viewpoint of statistical learning theory (2003)An examination of methods for…Global sensitivity indices for nonlinear mathematical models and their Monte Carlo estimates (2001)Global sensitivity indices fo…Probability, reliability and statistical methods in engineering design (1999)Probability, reliability and …On the use of variance reducing multipliers in Monte Carlo computations of a global sensitivity index (1999)On the use of variance reduci…A fast and efficient response surface approach for structural reliability problems (1990)A fast and efficient response…Nonlinear sensitivity analysis of multiparameter model systems (1978)Nonlinear sensitivity analysi…Novel Kriging-Based Decomposed-Coordinated Approach for Estimating the Clearance Reliability of Assembled Structures (2021)Novel Kriging-Based Decompose…Application of Support Vector Machine-Based Classification Extremum Method in Flexible Mechanism (2020)Application of Support Vector…Sensitivity measures,anova-like Techniques and the use of bootstrap (1997)Efficient input—output model representations (1999)Efficient computation of global sensitivity indices using sparse polynomial chaos expansions (2010)Sensitivity analysis for volcanic source modeling quality assessment and model selection (2012)Making best use of model evaluations to compute sensitivity indices (2002)Sensitivity Analysis in Practice (2002)Estimation of global sensitivity indices for models with dependent variables (2011)Sobol' Indices and Shapley Value (2014)A guide to uncertainty quantification and sensitivity analysis for cardiovascular applications (2015)Study of the sensitivity of coupled reaction systems to uncertainties in rate coefficients. 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(1988)Structural Reliability Assessment by Local Approximation of Limit State Functions Using Adaptive Markov Chain Simulation and Support Vector Regression (2012)An efficient reliability method combining adaptive importance sampling and Kriging metamodel (2014)Structural Reliability Analysis and Prediction (2017)A new look at the response surface approach for reliability analysis (1993)Response Surface Methodology (1996)Moment methods for structural reliability (2001)Application of kriging method to structural reliability problems (2004)Some New Three Level Designs for the Study of Quantitative Variables (1960)Structural reliability analysis for implicit performance functions using artificial neural network (2004)Adaptive approaches in metamodel-based reliability analysis: A review (2020)Monte Carlo and variance reduction methods for structural reliability analysis: A comprehensive review (2023)Response‐Surface Approach for Reliability Analysis (1989)A new active learning method based on the learning function U of the AK-MCS reliability analysis method (2017)Support vector regression based metamodeling for structural reliability analysis (2018)Surrogate model uncertainty quantification for reliability-based design optimization (2019)Design and Analysis of Computer Experiments (1989)A Comparison of Three Methods for Selecting Values of Input Variables in the Analysis of Output from a Computer Code (2000)Survey of sampling-based methods for uncertainty and sensitivity analysis (2006)A Review on Global Sensitivity Analysis Methods (2015)A new uncertainty importance measure (2006)Variance based sensitivity analysis of model output. Design and estimator for the total sensitivity index (2009)SALib: An open-source Python library for Sensitivity Analysis (2017)Verification, validation, and predictive capability in computational engineering and physics (2004)Efficient Global Reliability Analysis for Nonlinear Implicit Performance Functions (2008)DAKOTA : a multilevel parallel object-oriented framework for design optimization, parameter estimation, uncertainty quantification, and sensitivity analysis. Version 5.0, user's manual. (2010)
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References

  • 2001Global sensitivity indices for nonlinear mathematical models and their Monte Carlo estimates6,377 cited
  • 2003Latin hypercube sampling and the propagation of uncertainty in analyses of complex systems2,707 cited
  • 1999Probability, reliability and statistical methods in engineering design1,377 cited
  • 1990A fast and efficient response surface approach for structural reliability problems1,198 cited
  • 1978Nonlinear sensitivity analysis of multiparameter model systems696 cited
  • 2003Theorems and examples on high dimensional model representation450 cited
  • 2006Estimating the approximation error when fixing unessential factors in global sensitivity analysis395 cited
  • 2003Comparison of response surface and neural network with other methods for structural reliability analysis284 cited
  • 2003An examination of methods for approximating implicit limit state functions from the viewpoint of statistical learning theory176 cited
  • 2010Reliability analysis using radial basis function networks and support vector machines160 cited
  • 2007Limit state function identification using Support Vector Machines for discontinuous responses and disjoint failure domains142 cited
  • 2009Application of Least Squares Support Vector Machine for Regression to Reliability Analysis138 cited
  • 2009An effective algorithm for computing global sensitivity indices (EASI)134 cited

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2010
A new derivative based importance criterion for groups of variables and its link with the global sensitivity indices
124 cited
  • 1999On the use of variance reducing multipliers in Monte Carlo computations of a global sensitivity index114 cited
  • 2003Classification Approach for Reliability Analysis with Stochastic Finite-Element Modeling94 cited
  • Cited by

    • 2021Novel Kriging-Based Decomposed-Coordinated Approach for Estimating the Clearance Reliability of Assembled Structures10 cited
    • 2020Application of Support Vector Machine-Based Classification Extremum Method in Flexible Mechanism9 cited