Data-Driven Modeling Applied to Reservoir Engineering

Recent developments in computational intelligence, particularly in machine learning, have strongly improved empirical modeling. The field which encompasses these new techniques and approaches is known as data-driven modeling. This is based on analyzing particular system data in order to find links between the system variables (input, internal and outputs) with no explicit knowledge of the..

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Streamlines: an alternative to traditional approaches

By definition, a streamline is characterized as a line that is tangent to the local velocity field at all points at a given time. Applying it to the oil and gas context, a streamline is the path of fluid particles flowing from the injection well to the production well, representing a one-dimensional flow channel which..

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Figure 2. Gas-cap drive reservoir (Modified from After Clark, N.J., Elements of Petroleum Reservoirs, SPE, 1969)

Drive Mechanisms in Reservoirs

The fluids in reservoir rocks are trapped within the pores of the rocks and will require sustained drive (i.e. energy) to be produced or flow out of the rocks. This energy is commonly referred to as natural or primary energy, which is a result of all the events that occurred during the reservoir formation process…

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Decline Curve Analysis and its role in Oil Production Forecast

This is a new post of our series of publications regarding to Reservoir Engineering in Kraken’s blog. Here, one can expect a succinct discussion about Decline Curve Analysis (DCA) and its importance in forecasting production. Afterwards, the readers are encouraged to subscribe to have access to a more detailed technical contents within DCA practise. These..

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The application of sensitivity analysis to reservoir simulation

  Reservoir simulation involves the mathematical manipulation of a significant amount of information, most of which is subject to uncertainties due to factors such as insufficient measurements, lack of accuracy and spatial heterogeneities, as previously discussed. Consequently, it is imperative to quantify the impact of these parameters’ variations on the simulation workflows (modeling, analysis and..

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Risk and uncertainty in petroleum exploration

It is well known and documented that exploration of hydrocarbons is inherently a high-risk activity given a large number of uncertainties that may be present at any particular stage. The most common uncertainties are related to geological features such as structures, seals, and faults. On the other hand, economic analyses present uncertainties related to costs,..

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Original Grid/Upscaled Grid

Upscaling: Building a reservoir simulation model

In recent years, continuous improvements in computing and software technologies have considerably enhanced several aspects of reservoir simulation techniques. Simulation runtimes have sharply decreased due to advancements in hardware and processing power. In spite of this, the level of detail built into a geological model continues to exceed the current computational capabilities. Typical reservoir simulators..

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10 Best Reservoir Engineering Books

The Reservoir Engineering has an extensive bibliography, including textbooks and published articles. As it comprises various themes of high complexity, it is always recommended searching for reliable references, most of the times provided by distinguished professionals in the oil industry. This post aims to indicate some of the best textbooks related to this area. Subjects..

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Reservoir Management Team

Reservoir Management – A Multidisciplinary Effort

This a new post of our series of publications in Kraken’s blog related to Reservoir Engineering. This article is to briefly introduce the reader to the concept of reservoir management and its role in developing a production plan. As discussed in this previous post, numerical simulation has become an indispensable practice to ensure good performance at..

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Well Selection

Reservoir Simulation – A Brief Overview

This is the first of a series of posts related to reservoir engineering topics in Kraken’s Blog. The reader can expect articles related to reservoir engineering and various simulation software applications. Other themes such as petrophysics, management, and curve analysis will also be discussed. This first post provides an overview of Reservoir Simulation and highlights..

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