A review on global sensitivity analysis methods

B Iooss, P Lemaître - … management in simulation-optimization of complex …, 2015 - Springer
This chapter makes a review, in a complete methodological framework, of various global
sensitivity analysis methods of model output. Numerous statistical and probabilistic tools …

Global sensitivity analysis in hydrological modeling: Review of concepts, methods, theoretical framework, and applications

X Song, J Zhang, C Zhan, Y Xuan, M Ye, C Xu - Journal of hydrology, 2015 - Elsevier
Sensitivity analysis (SA) aims to identify the key parameters that affect model performance
and it plays important roles in model parameterization, calibration, optimization, and …

Comparative assessment of two global sensitivity approaches considering model and parameter uncertainty

H Dai, Y Liu, A Guadagnini, S Yuan… - Water Resources …, 2024 - Wiley Online Library
Abstract Global Sensitivity Analysis (GSA) is key to assisting appraisal of the behavior of
hydrological systems through model diagnosis considering multiple sources of uncertainty …

[HTML][HTML] A simple and efficient method for global sensitivity analysis based on cumulative distribution functions

F Pianosi, T Wagener - Environmental Modelling & Software, 2015 - Elsevier
Variance-based approaches are widely used for Global Sensitivity Analysis (GSA) of
environmental models. However, methods that consider the entire Probability Density …

[КНИГА][B] Basics and trends in sensitivity analysis: Theory and practice in R

In many fields, such as environmental risk assessment, agronomic system behavior,
aerospace engineering, and nuclear safety, mathematical models turned into computer code …

Global sensitivity measures from given data

E Plischke, E Borgonovo, CL Smith - European Journal of Operational …, 2013 - Elsevier
Simulation models support managers in the solution of complex problems. International
agencies recommend uncertainty and global sensitivity methods as best practice in the …

Towards a fuzzy Bayesian network based approach for safety risk analysis of tunnel‐induced pipeline damage

L Zhang, X Wu, Y Qin, MJ Skibniewski, W Liu - Risk Analysis, 2016 - Wiley Online Library
Tunneling excavation is bound to produce significant disturbances to surrounding
environments, and the tunnel‐induced damage to adjacent underground buried pipelines is …

A global approach for sparse representation of uncertainty in Life Cycle Assessments of waste management systems

V Bisinella, K Conradsen, TH Christensen… - The International Journal …, 2016 - Springer
Purpose Identification of key inputs and their effect on results from Life Cycle Assessment
(LCA) models is fundamental. Because parameter importance varies greatly between cases …

Comparison of variance-based and moment-independent global sensitivity analysis approaches by application to the SWAT model

FK Zadeh, J Nossent, F Sarrazin, F Pianosi… - … modelling & software, 2017 - Elsevier
Abstract Global Sensitivity Analysis (GSA) is an essential technique to support the
calibration of environmental models by identifying the influential parameters (screening) and …

Shapley effects for sensitivity analysis with correlated inputs: comparisons with Sobol'indices, numerical estimation and applications

B Iooss, C Prieur - International Journal for Uncertainty …, 2019 - dl.begellhouse.com
The global sensitivity analysis of a numerical model aims to quantify, by means of sensitivity
indices estimates, the contributions of each uncertain input variable to the model output …