An annotated timeline of sensitivity analysis

Marta Kuc-Czarnecka; Stefano Tarantolo; Federico Ferretti; Samuele Lo Piano; Mariia Kozlova; Alesio Lachi; Rosana Rosati; Arnald Puy,; Pamphile Roy; Giulia Vannucci; Andrea Saltelli,

doi:10.1016/j.envsoft.2024.105977

An annotated timeline of sensitivity analysis

Abstract

The last half a century has seen spectacular progresses in computing and modelling in a variety of fields, applications, and methodologies. Over the same period, a cross-disciplinary field known as sensitivity analysis has been making its first steps, evolving from the design of experiments for laboratory or field studies, also called ‘in-vivo’, to the so-called experiments ‘in-silico’. Some disciplines were quick to realize the importance of sensitivity analysis, whereas others are still lagging behind. Major tensions within the evolution of this discipline arise from the interplay between local vs global perspectives in the analysis as well as the juxtaposition of the mathematical complexification and the desire for practical applicability. In this work, we retrace these main steps with some attention to the methods and through a bibliometric survey to assess the accomplishments of sensitivity analysis and to identify the potential for its future advancement with a focus on relevant disciplines, such as the environmental field.

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Authors (11)

Marta Kuc-Czarnecka dr
Stefano Tarantolo
Federico Ferretti
Samuele Lo Piano dr
Mariia Kozlova
Alesio Lachi
Rosana Rosati
Arnald Puy, dr
Pamphile Roy
Giulia Vannucci
Andrea Saltelli, prof

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Articles

Type:

artykuły w czasopismach

Published in:

ENVIRONMENTAL MODELLING & SOFTWARE no. 174,
ISSN: 1364-8152

Language:

English

Publication year:

2024

Bibliographic description:

Kuc-Czarnecka M., Tarantolo S., Ferretti F., Lo Piano S., Kozlova M., Lachi A., Rosati R., Puy, A., Roy P., Vannucci G., Saltelli, A.: An annotated timeline of sensitivity analysis// ENVIRONMENTAL MODELLING & SOFTWARE -Vol. 174, (2024), s.105977-

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