activity
20192022
most citedVariance-based sensitivity analysis: The quest for better estimators and designs between explorativity and economy

57 citations · 58 across the 3 of their papers we have counts for

collaborators

5 papers

stat.AP202257 cited

Variance-based sensitivity analysis: The quest for better estimators and designs between explorativity and economy

Samuele Lo Piano, Federico Ferretti, Arnald Puy +2

Variance-based sensitivity indices have established themselves as a reference among practitioners of sensitivity analysis of model outputs. A variance-based sensitivity analysis ty…

stat.AP2021

Unpacking uncertainty in the modelling process for energy policy making

Samuele Lo Piano, Máté János Lőrincz, Arnald Puy +4

This paper explores how the modelling of energy systems may lead to undue closure of alternatives by generating an excess of certainty around some of the possible policy options. W…

stat.AP2020

Is VARS more intuitive and efficient than Sobol' indices?

Arnald Puy, Samuele Lo Piano, Andrea Saltelli

The Variogram Analysis of Response Surfaces (VARS) has been proposed by Razavi and Gupta as a new comprehensive framework in sensitivity analysis. According to these authors, VARS…

physics.ao-ph20191 cited

Are the results of the groundwater model robust?

Arnald Puy, Emanuele Borgonovo, Samuele Lo Piano +1

De Graaf et al. (2019) suggest that groundwater pumping will bring 42--79\% of worldwide watersheds close to environmental exhaustion by 2050. We are skeptical of these figures due…

stat.AP2019

A sensitivity analysis of the PAWN sensitivity index

Arnald Puy, Samuele Lo Piano, Andrea Saltelli

The PAWN index is gaining traction among the modelling community as a sensitivity measure. However, the robustness to its design parameters has not yet been scrutinized: the size (…