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Journal Article

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

A B S T R A C T

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.

Author(s)
Jan N Nordbotten
Martin A Fernø
Bernd Flemisch
Anthony R Kovscek
Knut-Andreas Lie
Jakob 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-Marban
Paolo Orsini
Nicolas Ruby
Pablo Salinas
Michael Nole
Mohammad Sayyafzadeh
Jakob Torben
Adam Turner
Denis V Voskov
Kai Wendel
AbdAllah A Youssef
Journal Name
International Journal of Greenhouse Gas Control
Publication Date
October 29, 2025
DOI
10.1016/j.ijggc.2025.104519
Publisher
Elsevier