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Novel learning functions design based on the probability of improvement criterion and normalization techniques

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References

2011AK-MCS: An active learning reliability method combining Kriging and Monte Carlo Simulation2,048 cited
2008Efficient Global Reliability Analysis for Nonlinear Implicit Performance Functions1,141 cited
2016LIF: A new Kriging based learning function and its application to structural reliability analysis444 cited
2015A new learning function for Kriging and its applications to solve reliability problems in engineering400 cited
2019REIF: A novel active-learning function toward adaptive Kriging surrogate models for structural reliability analysis297 cited
2016Sequential importance sampling for structural reliability analysis267 cited
2016A Sequential Kriging reliability analysis method with characteristics of adaptive sampling regions and parallelizability188 cited
2018A general failure-pursuing sampling framework for surrogate-based reliability analysis163 cited
2018REAK: Reliability analysis through Error rate-based Adaptive Kriging162 cited
2013Parallel Gaussian process optimization with upper confidence bound and pure exploration144 cited
2017System reliability analysis through active learning Kriging model with truncated candidate region135 cited
2016The Parallel Knowledge Gradient Method for Batch Bayesian Optimization135 cited
2007Sensitivity Analysis with Mixture of Epistemic and Aleatory Uncertainties129 cited

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2018

Support vector regression based metamodeling for structural reliability analysis

122 cited

2020A novel learning function based on Kriging for reliability analysis121 cited

2017A hybrid self-adaptive conjugate first order reliability method for robust structural reliability analysis116 cited

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2024Adaptive Kriging-based probabilistic subset simulation method for structural reliability problems with small failure probabilities12 cited
2024Structural reliability analysis of high-speed motorized spindle under thermal error based on dynamically adjusted adaptive Kriging model11 cited