Objective
Geological CO2 sequestration has gotten a lot of attention as a potential technical solution for decreasing human carbon emissions to the environment. Numerical reservoir simulation (NRS) has been conventionally used to model subsurface reservoirs and employed in uncertainty analysis, optimization, and decision-making. One of the challenges associated with NRS is the computational efforts required to model complex reservoir systems. Therefore, fast proxy models are suggested for quick predictions. Although several studies have been conducted about the CO2 injection & storage (CIS) process, there still exists a research gap in developing a fast tool for monitoring and performance prediction of a safe CIS project. This research project aims to develop an open-access smart tool to predict the performance of CIS with satisfactory accuracy in the mature fields of the Norwegian Continental Shelf, considering geochemical & geomechanical (GCGM) aspects. The uncertainty parameters will be the underground rock and fluid properties, operational constraints of the CO2 injection, and GCGM parameters. The target parameters include net CO2 storage, ultimate oil recovery from miscible CO2 injection, & cumulative production of gaseous CO2. The risk of CO2 leakage through induced fractures/faults should be considered by considering the effect of GCGM parameters on CIS. The effect of GCGM parameters on such processes will be useful in CO2 leakage risk quantification, making the proxy model more realistic. Machine learning tools, such as PINN, ANN, SVR, and XGBoost, will be applied to the simulated data set to digitalize the CIS process efficiently. The developed proxy model will be validated with a synthetic truth model. Lastly, the novel proxy model will be added as a separate module to MRST - an open-access software. This integration offers researchers and industry professionals an openly accessible, fast & accurate proxy model to streamline the initial evaluation of CIS projects.
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Keywords
Project’s keywords as indicated by the project coordinator. Not to be confused with the EuroSciVoc taxonomy (Fields of science)
Project’s keywords as indicated by the project coordinator. Not to be confused with the EuroSciVoc taxonomy (Fields of science)
Programme(s)
Multi-annual funding programmes that define the EU’s priorities for research and innovation.
Multi-annual funding programmes that define the EU’s priorities for research and innovation.
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HORIZON.1.2 - Marie Skłodowska-Curie Actions (MSCA)
MAIN PROGRAMME
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Topic(s)
Calls for proposals are divided into topics. A topic defines a specific subject or area for which applicants can submit proposals. The description of a topic comprises its specific scope and the expected impact of the funded project.
Calls for proposals are divided into topics. A topic defines a specific subject or area for which applicants can submit proposals. The description of a topic comprises its specific scope and the expected impact of the funded project.
Funding Scheme
Funding scheme (or “Type of Action”) inside a programme with common features. It specifies: the scope of what is funded; the reimbursement rate; specific evaluation criteria to qualify for funding; and the use of simplified forms of costs like lump sums.
Funding scheme (or “Type of Action”) inside a programme with common features. It specifies: the scope of what is funded; the reimbursement rate; specific evaluation criteria to qualify for funding; and the use of simplified forms of costs like lump sums.
HORIZON-TMA-MSCA-PF-EF - HORIZON TMA MSCA Postdoctoral Fellowships - European Fellowships
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Call for proposal
Procedure for inviting applicants to submit project proposals, with the aim of receiving EU funding.
Procedure for inviting applicants to submit project proposals, with the aim of receiving EU funding.
(opens in new window) HORIZON-MSCA-2023-PF-01
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Net EU financial contribution. The sum of money that the participant receives, deducted by the EU contribution to its linked third party. It considers the distribution of the EU financial contribution between direct beneficiaries of the project and other types of participants, like third-party participants.
7491 Trondheim
Norway
The total costs incurred by this organisation to participate in the project, including direct and indirect costs. This amount is a subset of the overall project budget.