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    Chapter

    Uncertainty Management in Reservoir Engineering

    Almost all activities in real life entail different kinds of uncertainty. From daily decisions to complicated problems, such as petroleum reservoir characterization, suffer from uncertainties. Uncertainty can ...

    Reza Yousefzadeh, Alireza Kazemi in Introduction to Geological Uncertainty Man… (2023)

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    Chapter

    Geological Uncertainty Quantification

    Our knowledge from underground reservoirs is not complete and is limited to some sparse core and log data, seismic data, geological interpretations, etc. This limited knowledge leads to a significant extend of...

    Reza Yousefzadeh, Alireza Kazemi in Introduction to Geological Uncertainty Man… (2023)

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    Chapter

    Dimensionality Reduction Methods Used in History Matching

    As discussed in Sect. 3.4, one of the challenges in history matching is the high dimensionality (large number of model parameters) of the reservoir model realizations th...

    Reza Yousefzadeh, Alireza Kazemi in Introduction to Geological Uncertainty Man… (2023)

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    Chapter

    History Matching and Robust Optimization Using Proxies

    As mentioned earlier, one of the challenges in history matching and field development optimization under geological uncertainty is the high computational cost of the process. The majority of the computational ...

    Reza Yousefzadeh, Alireza Kazemi in Introduction to Geological Uncertainty Man… (2023)

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    Chapter

    Reducing the Geological Uncertainty by History Matching

    Whenever there are observed dynamic data obtained from the reservoir understudy, we can reduce the geological uncertainty by conditioning the prior geological realizations to the observed data (Oliver and Chen...

    Reza Yousefzadeh, Alireza Kazemi in Introduction to Geological Uncertainty Man… (2023)

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    Chapter

    Field Development Optimization Under Geological Uncertainty

    Decision making about field development plans has to consider the inherent uncertainties of sub-surface hydrocarbon reservoirs; therefore, the decisions would be stable under different geological scenarios. As...

    Reza Yousefzadeh, Alireza Kazemi in Introduction to Geological Uncertainty Man… (2023)