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Benchmarking CO₂ storage simulations: Results from the 11th Society of Petroleum Engineers Comparative Solution Project

Abstract

The 11th Society of Petroleum Engineers Comparative Solution Project (shortened SPE11 herein) benchmarked simulation tools for geological carbon dioxide (CO2) storage. A total of 45 groups from leading research institutions and industry across the globe signed up to participate, with 18 ultimately contributing valid results that were included in the comparative study reported here. This paper summarizes the SPE11 results. A comprehensive introduction and qualitative discussion of the submitted data are provided, together with an overview of online resources for accessing the full depth of data. A global metric for analyzing the relative distance between submissions is proposed and used to conduct a quantitative analysis of the submissions. This analysis attempts to statistically resolve the key aspects influencing the variability between submissions. The study shows that the major qualitative variation between the submitted results is related to thermal effects, dissolution-driven convective mixing, and resolution of facies discontinuities. Moreover, a strong dependence on grid resolution is observed across all three versions of the SPE11. However, our quantitative analysis suggests that the observed variations are predominantly influenced by factors not documented in the technical responses provided by the participants. We therefore identify that unreported variations due to human choices within the process of setting up, conducting, and reporting on the simulations underlying each SPE11 submission are at least as impactful as the computational choices reported.
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Category

Academic article

Language

English

Author(s)

  • Jan M. Nordbotten
  • Martin Fernø
  • Bernd Flemisch
  • Anthony R. Kovscek
  • Knut-Andreas Lie
  • Jakub W. Both
  • Olav Møyner
  • Tor Harald Sandve
  • Etienne Ahusborde
  • Sebastian Bauer
  • Zhangxing Chen
  • Holger Class
  • Chaojie Di
  • Didier Ding
  • David Element
  • Eric Flauraud
  • Jacques Franc
  • Firdovsi Gasanzade
  • Yousef Ghomian
  • Marie Ann Giddins
  • Christopher Green
  • Bruno R.B. Fernandes
  • George Hadjisotiriou
  • Glenn Hammond
  • Hai Huang
  • Dickson Kachuma
  • Michel Kern
  • Timo Koch
  • Prasanna Krishnamurthy
  • Kjetil Olsen Lye
  • David Landa-Marbán
  • Michael Nole
  • Paolo Orsini
  • Nicolas Ruby
  • Pablo Salinas
  • Mohammad Sayyafzadeh
  • Jakob Torben
  • Adam Turner
  • Denis V. Voskov
  • Kai Wendel
  • AbdAllah A. Youssef

Affiliation

  • SINTEF Digital / Mathematics and Cybernetics
  • France
  • University of Pau and Pays de l'Adour
  • Delft University of Technology
  • United Kingdom
  • University of Kiel
  • University of Stuttgart
  • University of Bergen
  • NORCE Research AS
  • China
  • Saudi Arabia
  • The University of Calgary
  • USA
  • Stanford University
  • University of Texas at Austin
  • Pacific Northwest National Laboratory
  • Simula Research Laboratory
  • Australia

Date

01.12.2025

Year

2025

Published in

International Journal of Greenhouse Gas Control

ISSN

1750-5836

Volume

148

View this publication at Norwegian Research Information Repository