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Modern History Matching (RES26)


    This course addresses the broad topic of history matching, which entails the calibration of numerical flow simulation models to measured field data. It presents modern history matching approaches, focusing on the latest developments in the field, with special emphasis given to modifying geological parameters while maintaining geological consistency.

    History matching is presented within the larger context of uncertainty quantification, whose ultimate goal is to improve the reliability of forecasts and other design application numerical models.

    Course Level: Advanced
    Instructor: Marco Thiele

    Designed for you, if you are...

    • A reservoir engineer or geoscientist interested in gaining a perspective on modern history matching techniques, particularly related to retaining geo-consistency as well as using a more modern data integration approach
    • Familiar with reservoir simulation and geological model building, as well as reservoir engineering concepts

    How we build your confidence

    • Essential concepts are illustrated via hands-on computer exercises
    • Review of reservoir simulation and static reservoir model building concepts in the context of reservoir model uncertainty
    • A general, but rigorous approach to history matching, with an eye towards the end goal of uncertainty quantification
    • Novel methods to identify and quantify human bias and modelling errors are introduced
    • The key role of sensitivity analysis in identifying influential model parameters is described
    • Modern assisted history matching methods such as data integration, data assimilation and optimization are discussed in depth
    • Best practices and common pitfalls in history matching are presented
    • History matching methods in currently available commercial software are reviewed
    • An overview of the latest research in history matching

    The benefits from attending

    By the end of the course you will feel confident in your knowledge of:

    • Best practices in history matching
    • Basic concepts behind modern assisted history matching methods
    • Geologically-consistent history matching
    • Common pitfalls in reservoir modelling and history matching
    • Sources of uncertainty and how to quantify their impact on flow simulation
    • Methods and concepts behind commercial software solutions
    • Future trends


    • What is a reservoir simulator; what is a reservoir model?
    • Data uncertainty and numerical errors
    • What is history matching?
    • Parameter sensitivities and model validation
    • Manual vs. assisted history matching
    • History matching as an optimisation problem
    • History matching as a data integration problem
    • History matching under data uncertainty
    • Future directions and challenges

    Customer Feedback

    "Good approach/vision of HM-workflow" - Reservoir Engineer at Statoil
    "I liked the new techniques showed, teacher is really clear, very good course" - Reservoir Engineer at Repsol




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