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Sensitivity Analysis and Quantification of the Role of Governing Transport Mechanisms and Parameters in a Gas Flow Model for Low-Permeability Porous Media

Leonardo Sandoval; Monica Riva; Ivo Colombo; Alberto Guadagnini
Transport in Porous Media · Vol. 142, Issue 3 · pp. 509-530 · 2022

Abstract

Recent models represent gas (methane) migration in low-permeability media as a weighted sum of various contributions, each associated with a given flow regime. These models typically embed numerous chemical/physical parameters that cannot be easily and unambiguously evaluated via experimental investigations. In this context, modern sensitivity analysis techniques enable us to diagnose the behavior of a given model through the quantification of the importance and role of model input uncertainties with respect to a target model output. Here, we rely on two global sensitivity analysis approaches and metrics (i.e., variance-based Sobol’ indices and moment-based AMA indices) to assess the behavior of a recent interpretive model that conceptualizes gas migration as the sum of a surface diffusion mechanism and two weighted bulk flow components. We quantitatively investigate the impact of (i) each uncertain model parameter and (ii) the type of their associated probability distribution on the evaluation of methane flow. We then derive the structure of an effective diffusion coefficient embedding all complex mechanisms of the model considered and allowing quantification of the relative contribution of each flow mechanism to the overall gas flow.

Bibliographic Information

JournalTransport in Porous Media
PublisherSpringer
Publication Date2022-04-01
Publication Year2022
Volume142
Issue3
Pages509-530
Document TypeJournal Article
Print ISSN0169-3913
eISSN1573-1634
DOI10.1007/s11242-022-01755-x

Access Information

NARA Access Coverage1986-01-01~Current
Journal Homepagehttps://www.springer.com/journal/11242
Publisher PageOpen Publisher Page
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