AK–TSAGL: A two-stage hybrid algorithm combining global exploration and local exploitation based on active learning for structural reliability analysis

Efficient Global Optimization of Expensive Black-Box Functions

Donald R. Jones, Matthias Schonlau, William J. Welch · Journal of Global Optimization · 1998 · 7.8K citations

Natural Sciences, Computer Science, Algorithms +10

AK-MCS: An active learning reliability method combining Kriging and Monte Carlo Simulation

Benjamin Echard, Nicolas Gayton, Maurice Lemaire · Structural Safety · 2011 · 1.9K citations

Computing, Computational Engineering, Machine Learning +13

Estimation of prediction error by using K-fold cross-validation

Tadayoshi Fushiki · Statistics and Computing · 2009 · 1.5K citations

Computing, Computer Science, Data Science +14

Efficient Global Reliability Analysis for Nonlinear Implicit Performance Functions

Barron Bichon, Michael Eldred, Laura Swiler et al. · AIAA Journal · 2008 · 1.1K citations

Engineering, Computational Engineering, Systems Engineering +16

A combined Importance Sampling and Kriging reliability method for small failure probabilities with time-demanding numerical models

Benjamin Echard, Nicolas Gayton, Maurice Lemaire et al. · Reliability Engineering & System Safety · 2012 · 656 citations

Computing, Computational Engineering, Industrial Engineering +16