Convergence of sensitivity analysis methods for evaluating combined influences of model inputs
Majdi Awad,
Tristan Senga Kiesse,
Zainab Assaghir and
Anne Ventura
Reliability Engineering and System Safety, 2019, vol. 189, issue C, 109-122
Abstract:
This work aims at studying Morris’ extension method to evaluate the contribution of combined variations of inputs to variations of a model output. There is a lack of studies on the Morris’ extension method concerning crucial choices of the adequate number of trajectories to distinguish influential and non-influential groups of pairs of inputs, rank pairs of inputs according to their relative importance and reach out the stability of sensitivity indices values. The Morris’ extension method was studied regarding the three previous issues via applications on simple and complex models, in comparison with total interaction indices of Sobol. Formal criteria were implemented to assess the convergence of sensitivity analysis results. Sensitivity indices based on the median of mixed elementary effects (MEE) were investigated and found to be competing with classical ones based on the mean of MEE, to achieve convergent results.
Keywords: Sensitivity analysis; Combined action; Morris’ extension method; Sobol method; Carbonation model (search for similar items in EconPapers)
Date: 2019
References: View references in EconPapers View complete reference list from CitEc
Citations: View citations in EconPapers (2)
Downloads: (external link)
http://www.sciencedirect.com/science/article/pii/S0951832018305763
Full text for ScienceDirect subscribers only
Related works:
This item may be available elsewhere in EconPapers: Search for items with the same title.
Export reference: BibTeX
RIS (EndNote, ProCite, RefMan)
HTML/Text
Persistent link: https://EconPapers.repec.org/RePEc:eee:reensy:v:189:y:2019:i:c:p:109-122
DOI: 10.1016/j.ress.2019.03.050
Access Statistics for this article
Reliability Engineering and System Safety is currently edited by Carlos Guedes Soares
More articles in Reliability Engineering and System Safety from Elsevier
Bibliographic data for series maintained by Catherine Liu ().