Sensitivity analysis in Monte Carlo simulation for dependability analysis

In this paper we embrace the Monte Carlo simulation method for dependability analysis and illustrate a perturbation method, properly adapted from the particle transport field, which allows computing first-order differential sensitivity indexes with little additional computational effort. The development of the method is discussed in details and its validation is provided with reference to a simple case study.

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Publication Details

Published
2026-01-21
DOI
https://doi.org/10.1201/9781003762584-12
Citations
1
Primary Topic
Manufacturing Process and Optimization
Type
article
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article

Sensitivity analysis in Monte Carlo simulation for dependability analysis

Enrico Zio, M. Marseguerra
1 citations
Manufacturing Process and Optimization
article

Sensitivity analysis in Monte Carlo simulation for dependability analysis

Enrico Zio, M. Marseguerra
article en
1 citations

Abstract

In this paper we embrace the Monte Carlo simulation method for dependability analysis and illustrate a perturbation method, properly adapted from the particle transport field, which allows computing first-order differential sensitivity indexes with little additional computational effort. The development of the method is discussed in details and its validation is provided with reference to a simple case study.

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Sensitivity analysis in Monte Carlo simulation for dependability analysis — Enrico Zio, M. Marseguerra · (2026) | TGRS Research Map | TGRS