Global sensitivity analysis of structural models by active subspace and neural network

A unified approach for global sensitivity analysis based on active subspace and Kriging

(2021) Changcong Zhou et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Hierarchical surrogate model with dimensionality reduction technique for high‐dimensional uncertainty propagation

(2019) Kai Cheng et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Surrogate-based aerodynamic shape optimization with the active subspace method

(2018) Jichao Li et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Global sensitivity metrics from active subspaces

(2017) Paul G. Constantine et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Gradient free active subspace construction using Morris screening elementary effects

(2016) Allison Lewis et al.   COMPUTERS & MATHEMATICS WITH APPLICATIONS

Variable importance analysis: A comprehensive review

(2015) Pengfei Wei et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Radial Basis Function Neural Network Based on an Improved Exponential Decreasing Inertia Weight-Particle Swarm Optimization Algorithm for AQI Prediction

(2014) Jinna Lu et al.   Abstract and Applied Analysis

Hierarchical Kriging Model for Variable-Fidelity Surrogate Modeling

(2012) Zhong-Hua Han et al.   AIAA JOURNAL

Efficient sampling methods for global reliability sensitivity analysis

(2012) Pengfei Wei et al.   COMPUTER PHYSICS COMMUNICATIONS

Moment-independent importance measure of basic variable and its state dependent parameter solution

(2012) Li Luyi et al.   STRUCTURAL SAFETY

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

(2011) B. Echard et al.   STRUCTURAL SAFETY

Variance based sensitivity analysis of model output. Design and estimator for the total sensitivity index

(2009) Andrea Saltelli et al.   COMPUTER PHYSICS COMMUNICATIONS

Probabilistic uncertainty analysis by mean-value first order Saddlepoint Approximation

(2007) Beiqing Huang et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY