Skip to main content

Research Repository

Advanced Search

Outputs (3)

A Bayesian Statistical Approach to Decision Support for TNO OLYMPUS Well Control Optimisation under Uncertainty (2020)
Conference Proceeding
Owen, J., Vernon, I., & Hammersley, R. (2020). A Bayesian Statistical Approach to Decision Support for TNO OLYMPUS Well Control Optimisation under Uncertainty. . https://doi.org/10.3997/2214-4609.202035109

Well control and field development optimisation are tasks of increasing importance within the petroleum industry, as seen by the development of and large participation in the 2018 TNO OLYMPUS Field Development Optimisation Challenge. Complex mathemat... Read More about A Bayesian Statistical Approach to Decision Support for TNO OLYMPUS Well Control Optimisation under Uncertainty.

Accounting for Model Discrepancy in Uncertainty Analysis by Combining Numerical Simulation and Bayesian Emulation Techniques (2020)
Conference Proceeding
Formentin, H. N., Vernon, I., Goldstein, M., Caiado, C., Avansi, G., & Schiozer, D. (2020). Accounting for Model Discrepancy in Uncertainty Analysis by Combining Numerical Simulation and Bayesian Emulation Techniques. . https://doi.org/10.3997/2214-4609.202035095

Model discrepancy specifies unavoidable differences between a physical system and its corresponding computer model. Incomplete information, simplifications and lack of knowledge about the physical state originate model discrepancy. Misevaluation of m... Read More about Accounting for Model Discrepancy in Uncertainty Analysis by Combining Numerical Simulation and Bayesian Emulation Techniques.

A Bayesian Optimisation Workflow for Field Development Planning Under Geological Uncertainty (2020)
Conference Proceeding
Bordas, R., Heritage, J., Javed, M., Peacock, G., Taha, T., Ward, P., …Hammersley, R. (2020). A Bayesian Optimisation Workflow for Field Development Planning Under Geological Uncertainty. . https://doi.org/10.3997/2214-4609.202035121

Field development planning using reservoir models is a key step in the field development process. Numerical optimisation of specific field development strategies is often used to aid planning. Bayesian Optimisation is a popular optimisation method th... Read More about A Bayesian Optimisation Workflow for Field Development Planning Under Geological Uncertainty.