Reservoir Model Validation Using Petrophysical Technique Selection

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Solution Overview

Problem

Current reservoir modeling techniques face challenges in validating simulation models and selecting appropriate petrophysical methods to accurately represent reservoir performance, leading to inconsistencies and inaccuracies in hydrocarbon distribution and flow predictions.

Innovation Solution

The method involves processing data from a single well using both deterministic and optimizing petrophysics techniques to generate simulation models, comparing these models to historical data, and selecting the technique that yields the closest match to construct a robust reservoir model, incorporating layered modeling with homogenous properties and utilizing core analysis data for enhanced accuracy.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Productivity

If deterministic technique is used to construct reservoir model, then model construction is straightforward and fast, but accuracy and reliability of model predictions deteriorates

Engineering Contradiction:
Improvemodel construction speedVSAvoidmodel prediction accuracy
Core Design Contradiction:
ProductivityVSReliability

Solution Approach 1:

The patent applies parameter changes by systematically varying petrophysical parameters (permeability, porosity, water saturation) through multiple techniques and comparing results. The system evaluates different parameter sets against historical data to determine which parameter configuration yields the most accurate model predictions, thereby resolving the contradiction between fast construction and high accuracy.

Inventive Principle:
Principle #35Parameter changes

Solution Approach 2:

The patent implements feedback mechanisms by comparing simulated reservoir characteristics against measured historical data and using this comparison to validate and select the most appropriate petrophysical technique. This feedback loop ensures that the model accuracy is continuously monitored and improved upon, allowing the system to achieve both efficiency and reliability.

Inventive Principle:
Principle #23Feedback

2Reliability

If optimizing petrophysics technique is used to construct reservoir model, then model accuracy and reliability improve, but computational complexity and processing time increase

Engineering Contradiction:
Improvemodel prediction accuracyVSAvoidcomputational complexity
Core Design Contradiction:
ReliabilityVSDevice complexity

Solution Approach 1:

The patent applies segmentation by dividing the reservoir model into discrete layers, each with homogenous properties. This segmentation allows the complex optimizing petrophysics technique to be applied systematically to manageable segments, reducing overall computational complexity while maintaining high accuracy through layered analysis of permeability, porosity, and water saturation distributions.

Inventive Principle:
Principle #1Segmentation

Solution Approach 2:

The patent applies partial action by selectively applying the optimizing petrophysics technique only where necessary and using deterministic techniques where sufficient. The system processes a subset of data through the more complex optimizing technique to generate initial models, then uses simpler deterministic techniques for routine modeling, thereby reducing overall computational complexity while maintaining accuracy where needed.

Inventive Principle:
Principle #16Partial or excessive action

3Measurement precision

If single well reservoir model is constructed with layered modeling, then representation of reservoir characteristics improves, but model complexity increases

Engineering Contradiction:
Improverepresentation accuracyVSAvoidmodel structure complexity
Core Design Contradiction:
Measurement precisionVSDevice complexity

Solution Approach 1:

The patent applies local quality by assigning different properties to different layers of the reservoir model, with each layer having homogenous characteristics specific to its location. This allows the model to accurately represent spatial variations in reservoir properties (permeability, porosity, water saturation) without requiring excessive complexity, as each layer is simplified to uniform properties while still capturing local heterogeneity.

Inventive Principle:
Principle #3Local quality

Data Source

PatentUS11340381B2Systems and methods to validate petrophysical models using reservoir simulations
Publication Date: 2022.05.24 SAUDI ARABIAN OIL CO
  • US11340381B2 patent drawing
  • US11340381B2 patent drawing

AI summary

Provided in this disclosure are systems and methods for selection of petrophysical techniques to model reservoirs. Reservoir properties were calculated using two techniques—a deterministic technique and an optimizing petrophysics technique, and simulation models were developed. The technique that yielded a simulation model that aligned more accurately and consistently with the reservoir data was selected to further develop the reservoir model.