Outputs (4)

Efficient Selection of Reservoir Model Outputs within an Emulation-Based Bayesian History Matching Uncertainty Analysis (2019)
Journal Article
Ferreira, C., Vernon, I., Caiado, C., Formentin, H., Avansi, G., Goldstein, M., & Schiozer, D. (2019). Efficient Selection of Reservoir Model Outputs within an Emulation-Based Bayesian History Matching Uncertainty Analysis. SPE Journal, OTC-29801. https://doi.org/10.4043/29801-ms

When performing classic uncertainty reduction based on dynamic data, a large number of reservoir simulations need to be evaluated at high computational cost. As an alternative, we construct Bayesian emulators that mimic the dominant behaviour of the... Read More about Efficient Selection of Reservoir Model Outputs within an Emulation-Based Bayesian History Matching Uncertainty Analysis.

Evaluation of Regions of Influence for Dimensionality Reduction in Emulation of Production Data (2018)
Conference Proceeding
Ferreira, C., Avansi, G., Vernon, I., Schiozer, D., & Goldstein, M. (2018). Evaluation of Regions of Influence for Dimensionality Reduction in Emulation of Production Data. . https://doi.org/10.3997/2214-4609.201802145

Oil and gas companies use reservoir simulation models for production forecasting and for business and technical decisions at the various stages of field management. The size and complexity of the reservoirs often requires reservoir models with a high... Read More about Evaluation of Regions of Influence for Dimensionality Reduction in Emulation of Production Data.

Use of Emulator and Canonical Correlation to Incorporate 4D Seismic Data in the Reduction of Uncertainty Process (2015)
Conference Proceeding
Ferreira, C., Davolio, A., Schiozer, D., Vernon, I., & Goldstein, M. (2015). Use of Emulator and Canonical Correlation to Incorporate 4D Seismic Data in the Reduction of Uncertainty Process. . https://doi.org/10.2118/174387-ms

In petroleum engineering, simulation models are used in reservoir performance prediction and in the decision-making process. These models are complex systems, typically characterized by a vast number of input parameters. Typically, the physical state... Read More about Use of Emulator and Canonical Correlation to Incorporate 4D Seismic Data in the Reduction of Uncertainty Process.

Use of Emulator Methodology for Uncertainty Reduction Quantification (2014)
Conference Proceeding
Ferreira, C., Vernon, I., Schiozer, D., & Goldstein, M. (2014). Use of Emulator Methodology for Uncertainty Reduction Quantification. In LACPEC 14: SPE Latin American and Caribbean Petroleum Engineering Conference, proceedings, 21-23 May 2014, Maracaibo, Venezuela. https://doi.org/10.2118/169405-ms

In petroleum engineering, simulation models are used in the reservoir performance prediction and in the decision making process. These models are complex systems, typically characterized by a vast number of input parameters. Usually the physical stat... Read More about Use of Emulator Methodology for Uncertainty Reduction Quantification.